DataFrame
NO COMPARISON TARGET
18944
ROWS
0
DUPLICATES
61.3 MB
RAM
106
FEATURES
12
CATEGORICAL
56
NUMERICAL
38
TEXT
2.3.1
Get updates, docs & report issues here

Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
sofifa_id
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
18,944
(100%)
ZEROES:
---
MAX
259k
95%
257k
Q3
247k
MEDIAN
232k
AVG
226k
Q1
210k
5%
179k
MIN
0k
RANGE
259k
IQR
36,730
STD
27,171
VAR
738.3M
KURT.
6.16
SKEW
-1.61
SUM
4.3B
2
player_url
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
18,944
(100%)
1
<1%
-
-
https://sofifa.com/player/158023/lionel-messi/210002
1
<1%
-
-
https://sofifa.com/player/237332/alfie-may/210002
1
<1%
-
-
https://sofifa.com/player/235505/willian-candia/210002
1
<1%
-
-
https://sofifa.com/player/234912/joel-geissmann/210002
1
<1%
-
-
https://sofifa.com/player/233463/steffen-lie-skalevik/210002
1
<1%
-
-
https://sofifa.com/player/233280/min-gi-lee/210002
1
<1%
-
-
https://sofifa.com/player/232269/yong-joon-heo/210002
18,937
>99%
-
-
(Other)
3
short_name
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
17,884
(94%)
13
<1%
-
-
J. Rodríguez
8
<1%
-
-
Paulinho
7
<1%
-
-
M. Smith
7
<1%
-
-
J. Jones
7
<1%
-
-
A. González
7
<1%
-
-
J. González
7
<1%
-
-
R. Fernández
18,888
>99%
-
-
(Other)
4
long_name
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
18,896
(>99%)
3
<1%
-
-
Liam Kelly
3
<1%
-
-
Matthew Smith
2
<1%
-
-
松田 陸
2
<1%
-
-
Ethan Ross
2
<1%
-
-
Alfie Jones
2
<1%
-
-
Ibrahim Cissé
2
<1%
-
-
Ladislav Krejčí
18,928
>99%
-
-
(Other)
5
age
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
29
(<1%)
ZEROES:
---
MAX
53.0
95%
33.0
Q3
29.0
AVG
25.2
MEDIAN
25.0
Q1
21.0
5%
18.0
MIN
16.0
RANGE
37.0
IQR
8.00
STD
4.70
VAR
22.1
KURT.
-0.416
SKEW
0.410
SUM
478k
6
dob
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
6,236
(33%)
128
<1%
-
-
1992-02-29
124
<1%
-
-
1996-02-29
89
<1%
-
-
2000-02-29
45
<1%
-
-
1988-02-29
14
<1%
-
-
1984-02-29
12
<1%
-
-
1996-03-06
12
<1%
-
-
1997-01-01
18,520
98%
-
-
(Other)
7
height_cm
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
50
(<1%)
ZEROES:
---
MAX
206.0
95%
192.0
Q3
186.0
AVG
181.2
MEDIAN
181.0
Q1
176.0
5%
170.0
MIN
155.0
RANGE
51.0
IQR
10.0
STD
6.83
VAR
46.6
KURT.
-0.345
SKEW
-0.032
SUM
3.4M
8
weight_kg
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
56
(<1%)
ZEROES:
---
MAX
110.0
95%
87.0
Q3
80.0
AVG
75.0
MEDIAN
75.0
Q1
70.0
5%
64.0
MIN
50.0
RANGE
60.0
IQR
10.0
STD
7.06
VAR
49.8
KURT.
0.077
SKEW
0.224
SUM
1.4M
9
nationality
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
162
(<1%)
1,685
9%
-
-
England
1,189
6%
-
-
Germany
1,072
6%
-
-
Spain
984
5%
-
-
France
936
5%
-
-
Argentina
887
5%
-
-
Brazil
489
3%
-
-
Japan
11,702
62%
-
-
(Other)
10
club_name
VALUES:
18,719
(99%)
MISSING:
225
(1%)
DISTINCT:
681
(4%)
33
<1%
-
-
FC Barcelona
33
<1%
-
-
Genoa
33
<1%
-
-
West Ham United
33
<1%
-
-
Leeds United
33
<1%
-
-
SV Werder Bremen
33
<1%
-
-
Getafe CF
33
<1%
-
-
Deportivo Alavés
18,488
99%
-
-
(Other)
11
league_name
VALUES:
18,719
(99%)
MISSING:
225
(1%)
DISTINCT:
52
(<1%)
12
league_rank
VALUES:
18,719
(99%)
MISSING:
225
(1%)
DISTINCT:
4
(<1%)
13
overall
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
47
(<1%)
ZEROES:
---
MAX
93.0
95%
77.0
Q3
70.0
MEDIAN
66.0
AVG
65.7
Q1
61.0
5%
54.0
MIN
47.0
RANGE
46.0
IQR
9.00
STD
7.00
VAR
49.0
KURT.
-0.003
SKEW
0.089
SUM
1.2M
14
potential
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
48
(<1%)
ZEROES:
---
MAX
95.0
95%
82.0
Q3
75.0
AVG
71.1
MEDIAN
71.0
Q1
67.0
5%
62.0
MIN
47.0
RANGE
48.0
IQR
8.00
STD
6.11
VAR
37.3
KURT.
0.093
SKEW
0.217
SUM
1.3M
15
value_eur
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
214
(1%)
ZEROES:
237
(1%)
MAX
105.5M
95%
9.5M
Q3
1.8M
AVG
2.2M
MEDIAN
0.7M
Q1
0.3M
5%
0.1M
MIN
0.0M
RANGE
105.5M
IQR
1.5M
STD
5.1M
VAR
26.0T
KURT.
68.9
SKEW
6.73
SUM
42.1B
16
wage_eur
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
142
(<1%)
ZEROES:
225
(1%)
MAX
560k
95%
37k
Q3
7k
AVG
9k
MEDIAN
3k
Q1
1k
5%
0k
MIN
0k
RANGE
560k
IQR
6,000
STD
19,655
VAR
386.3M
KURT.
96.6
SKEW
7.48
SUM
164.4M
17
player_positions
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
611
(3%)
2,437
13%
-
-
CB
2,083
11%
-
-
GK
1,893
10%
-
-
ST
827
4%
-
-
CDM, CM
810
4%
-
-
CM
770
4%
-
-
LB
693
4%
-
-
CM, CDM
9,431
50%
-
-
(Other)
18
preferred_foot
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
19
international_reputation
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
20
weak_foot
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
21
skill_moves
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
22
work_rate
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
23
body_type
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
118
(<1%)
11,264
59%
-
-
Normal
6,490
34%
-
-
Lean
1,075
6%
-
-
Stocky
1
<1%
-
-
PLAYER_BODY_TYPE_286
1
<1%
-
-
PLAYER_BODY_TYPE_318
1
<1%
-
-
PLAYER_BODY_TYPE_269
1
<1%
-
-
PLAYER_BODY_TYPE_326
111
<1%
-
-
(Other)
24
real_face
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
25
release_clause_eur
VALUES:
17,949
(95%)
MISSING:
995
(5%)
DISTINCT:
1,225
(6%)
ZEROES:
---
MAX
203.1M
95%
19.0M
Q3
3.2M
AVG
4.3M
MEDIAN
1.1M
Q1
0.5M
5%
0.2M
MIN
0.0M
RANGE
203.1M
IQR
2.7M
STD
10.1M
VAR
101.2T
KURT.
65.6
SKEW
6.62
SUM
77.1B
26
player_tags
VALUES:
1,408
(7%)
MISSING:
17,536
(93%)
DISTINCT:
75
(<1%)
27
team_position
VALUES:
18,719
(99%)
MISSING:
225
(1%)
DISTINCT:
29
(<1%)
28
team_jersey_number
VALUES:
18,719
(99%)
MISSING:
225
(1%)
DISTINCT:
99
(<1%)
ZEROES:
---
MAX
99.0
95%
49.0
Q3
27.0
AVG
20.6
MEDIAN
18.0
Q1
9.0
5%
2.0
MIN
1.0
RANGE
98.0
IQR
18.0
STD
17.1
VAR
291
KURT.
5.81
SKEW
2.05
SUM
385k
29
loaned_from
VALUES:
758
(4%)
MISSING:
18,186
(96%)
DISTINCT:
278
(1%)
12
2%
-
-
Manchester City
12
2%
-
-
LOSC Lille
12
2%
-
-
Chelsea
11
1%
-
-
Real Madrid
11
1%
-
-
Villarreal CF
11
1%
-
-
Brighton & Hove Albion
10
1%
-
-
SV Werder Bremen
679
90%
-
-
(Other)
30
joined
VALUES:
17,961
(95%)
MISSING:
983
(5%)
DISTINCT:
1,822
(10%)
1,315
7%
-
-
2019-07-01
829
5%
-
-
2018-07-01
672
4%
-
-
2019-01-01
496
3%
-
-
2017-07-01
441
2%
-
-
2020-01-01
413
2%
-
-
2020-07-01
283
2%
-
-
2016-07-01
13,512
75%
-
-
(Other)
31
contract_valid_until
VALUES:
18,719
(99%)
MISSING:
225
(1%)
DISTINCT:
9
(<1%)
32
nation_position
VALUES:
1,127
(6%)
MISSING:
17,817
(94%)
DISTINCT:
26
(<1%)
33
nation_jersey_number
VALUES:
1,127
(6%)
MISSING:
17,817
(94%)
DISTINCT:
25
(<1%)
ZEROES:
---
MAX
27.0
95%
22.0
Q3
18.0
AVG
12.0
MEDIAN
12.0
Q1
6.0
5%
2.0
MIN
1.0
RANGE
26.0
IQR
12.0
STD
6.67
VAR
44.6
KURT.
-1.19
SKEW
0.014
SUM
13,557
34
pace
VALUES:
16,861
(89%)
MISSING:
2,083
(11%)
DISTINCT:
70
(<1%)
ZEROES:
---
MAX
96.0
95%
85.0
Q3
75.0
MEDIAN
68.0
AVG
67.7
Q1
62.0
5%
48.0
MIN
25.0
RANGE
71.0
IQR
13.0
STD
11.0
VAR
121
KURT.
0.650
SKEW
-0.509
SUM
1.1M
35
shooting
VALUES:
16,861
(89%)
MISSING:
2,083
(11%)
DISTINCT:
77
(<1%)
ZEROES:
---
MAX
93.0
95%
73.0
Q3
63.0
MEDIAN
54.0
AVG
52.3
Q1
42.0
5%
28.0
MIN
16.0
RANGE
77.0
IQR
21.0
STD
14.0
VAR
196
KURT.
-0.773
SKEW
-0.271
SUM
881k
36
passing
VALUES:
16,861
(89%)
MISSING:
2,083
(11%)
DISTINCT:
68
(<1%)
ZEROES:
---
MAX
93.0
95%
73.0
Q3
64.0
MEDIAN
58.0
AVG
57.1
Q1
50.0
5%
39.0
MIN
25.0
RANGE
68.0
IQR
14.0
STD
10.3
VAR
106
KURT.
-0.136
SKEW
-0.188
SUM
963k
37
dribbling
VALUES:
16,861
(89%)
MISSING:
2,083
(11%)
DISTINCT:
69
(<1%)
ZEROES:
---
MAX
95.0
95%
77.0
Q3
69.0
MEDIAN
64.0
AVG
62.5
Q1
57.0
5%
43.0
MIN
25.0
RANGE
70.0
IQR
12.0
STD
10.0
VAR
101
KURT.
0.367
SKEW
-0.521
SUM
1.1M
38
defending
VALUES:
16,861
(89%)
MISSING:
2,083
(11%)
DISTINCT:
77
(<1%)
ZEROES:
---
MAX
91.0
95%
74.0
Q3
64.0
MEDIAN
56.0
AVG
51.3
Q1
36.0
5%
23.0
MIN
15.0
RANGE
76.0
IQR
28.0
STD
16.4
VAR
269
KURT.
-1.04
SKEW
-0.354
SUM
865k
39
physic
VALUES:
16,861
(89%)
MISSING:
2,083
(11%)
DISTINCT:
63
(<1%)
ZEROES:
---
MAX
91.0
95%
79.0
Q3
72.0
MEDIAN
66.0
AVG
64.5
Q1
58.0
5%
47.0
MIN
28.0
RANGE
63.0
IQR
14.0
STD
9.75
VAR
95.0
KURT.
-0.156
SKEW
-0.446
SUM
1.1M
40
gk_diving
VALUES:
2,083
(11%)
MISSING:
16,861
(89%)
DISTINCT:
46
(<1%)
ZEROES:
---
MAX
90.0
95%
79.0
Q3
70.0
AVG
65.2
MEDIAN
65.0
Q1
60.0
5%
53.0
MIN
45.0
RANGE
45.0
IQR
10.0
STD
7.71
VAR
59.5
KURT.
-0.110
SKEW
0.211
SUM
136k
41
gk_handling
VALUES:
2,083
(11%)
MISSING:
16,861
(89%)
DISTINCT:
47
(<1%)
ZEROES:
---
MAX
92.0
95%
76.0
Q3
68.0
MEDIAN
63.0
AVG
62.9
Q1
58.0
5%
52.0
MIN
43.0
RANGE
49.0
IQR
10.0
STD
7.33
VAR
53.7
KURT.
0.075
SKEW
0.283
SUM
131k
42
gk_kicking
VALUES:
2,083
(11%)
MISSING:
16,861
(89%)
DISTINCT:
52
(<1%)
ZEROES:
---
MAX
93.0
95%
75.0
Q3
66.0
AVG
61.7
MEDIAN
61.0
Q1
57.0
5%
50.0
MIN
35.0
RANGE
58.0
IQR
9.00
STD
7.58
VAR
57.4
KURT.
0.403
SKEW
0.269
SUM
129k
43
gk_reflexes
VALUES:
2,083
(11%)
MISSING:
16,861
(89%)
DISTINCT:
47
(<1%)
ZEROES:
---
MAX
90.0
95%
80.0
Q3
72.0
AVG
66.1
MEDIAN
66.0
Q1
60.0
5%
53.0
MIN
44.0
RANGE
46.0
IQR
12.0
STD
8.13
VAR
66.0
KURT.
-0.182
SKEW
0.216
SUM
138k
44
gk_speed
VALUES:
2,083
(11%)
MISSING:
16,861
(89%)
DISTINCT:
52
(<1%)
ZEROES:
---
MAX
65.0
95%
55.0
Q3
45.0
AVG
37.2
MEDIAN
37.0
Q1
28.0
5%
21.0
MIN
12.0
RANGE
53.0
IQR
17.0
STD
10.7
VAR
115
KURT.
-0.845
SKEW
0.090
SUM
77,495
45
gk_positioning
VALUES:
2,083
(11%)
MISSING:
16,861
(89%)
DISTINCT:
53
(<1%)
ZEROES:
---
MAX
91.0
95%
77.0
Q3
69.0
AVG
63.2
MEDIAN
63.0
Q1
57.0
5%
49.0
MIN
38.0
RANGE
53.0
IQR
12.0
STD
8.57
VAR
73.4
KURT.
-0.204
SKEW
0.066
SUM
132k
46
player_traits
VALUES:
8,315
(44%)
MISSING:
10,629
(56%)
DISTINCT:
915
(5%)
627
8%
-
-
Speed Dribbler (AI)
402
5%
-
-
Injury Prone
386
5%
-
-
Technical Dribbler (AI)
369
4%
-
-
Power Header
324
4%
-
-
Long Shot Taker (AI)
292
4%
-
-
Dives Into Tackles (AI)
282
3%
-
-
Long Passer (AI)
5,633
68%
-
-
(Other)
47
attacking_crossing
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
89
(<1%)
ZEROES:
---
MAX
94.0
95%
74.0
Q3
63.0
MEDIAN
54.0
AVG
49.6
Q1
38.0
5%
13.0
MIN
6.0
RANGE
88.0
IQR
25.0
STD
18.2
VAR
330
KURT.
-0.472
SKEW
-0.612
SUM
940k
48
attacking_finishing
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
93
(<1%)
ZEROES:
---
MAX
95.0
95%
73.0
Q3
62.0
MEDIAN
49.0
AVG
45.8
Q1
30.0
5%
10.0
MIN
3.0
RANGE
92.0
IQR
32.0
STD
19.6
VAR
384
KURT.
-0.902
SKEW
-0.342
SUM
868k
49
attacking_heading_accuracy
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
89
(<1%)
ZEROES:
---
MAX
93.0
95%
75.0
Q3
64.0
MEDIAN
55.0
AVG
51.9
Q1
44.0
5%
13.0
MIN
5.0
RANGE
88.0
IQR
20.0
STD
17.3
VAR
300
KURT.
0.275
SKEW
-0.862
SUM
983k
50
attacking_short_passing
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
86
(<1%)
ZEROES:
---
MAX
94.0
95%
77.0
Q3
68.0
MEDIAN
62.0
AVG
58.7
Q1
54.0
5%
25.0
MIN
7.0
RANGE
87.0
IQR
14.0
STD
14.6
VAR
212
KURT.
0.970
SKEW
-1.15
SUM
1.1M
51
attacking_volleys
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
88
(<1%)
ZEROES:
---
MAX
90.0
95%
70.0
Q3
56.0
MEDIAN
44.0
AVG
42.7
Q1
30.0
5%
10.2
MIN
3.0
RANGE
87.0
IQR
26.0
STD
17.7
VAR
312
KURT.
-0.656
SKEW
-0.170
SUM
808k
52
skill_dribbling
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
91
(<1%)
ZEROES:
---
MAX
96.0
95%
77.0
Q3
68.0
MEDIAN
61.0
AVG
55.5
Q1
49.0
5%
13.0
MIN
5.0
RANGE
91.0
IQR
19.0
STD
18.8
VAR
353
KURT.
0.507
SKEW
-1.13
SUM
1.1M
53
skill_curve
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
91
(<1%)
ZEROES:
---
MAX
94.0
95%
75.0
Q3
61.0
MEDIAN
48.0
AVG
47.2
Q1
35.0
5%
13.0
MIN
4.0
RANGE
90.0
IQR
26.0
STD
18.2
VAR
332
KURT.
-0.667
SKEW
-0.257
SUM
894k
54
skill_fk_accuracy
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
90
(<1%)
ZEROES:
---
MAX
94.0
95%
71.0
Q3
55.0
AVG
42.4
MEDIAN
41.0
Q1
31.0
5%
13.0
MIN
5.0
RANGE
89.0
IQR
24.0
STD
17.2
VAR
297
KURT.
-0.642
SKEW
0.121
SUM
802k
55
skill_long_passing
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
86
(<1%)
ZEROES:
---
MAX
93.0
95%
73.0
Q3
64.0
MEDIAN
56.0
AVG
52.7
Q1
43.0
5%
23.0
MIN
5.0
RANGE
88.0
IQR
21.0
STD
15.2
VAR
231
KURT.
-0.351
SKEW
-0.583
SUM
997k
56
skill_ball_control
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
91
(<1%)
ZEROES:
---
MAX
96.0
95%
77.0
Q3
69.0
MEDIAN
63.0
AVG
58.5
Q1
54.0
5%
18.0
MIN
5.0
RANGE
91.0
IQR
15.0
STD
16.6
VAR
275
KURT.
1.26
SKEW
-1.34
SUM
1.1M
57
movement_acceleration
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
85
(<1%)
ZEROES:
---
MAX
97.0
95%
85.0
Q3
74.0
MEDIAN
67.0
AVG
64.3
Q1
57.0
5%
33.0
MIN
13.0
RANGE
84.0
IQR
17.0
STD
14.9
VAR
223
KURT.
0.635
SKEW
-0.863
SUM
1.2M
58
movement_sprint_speed
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
84
(<1%)
ZEROES:
---
MAX
96.0
95%
84.0
Q3
74.0
MEDIAN
67.0
AVG
64.3
Q1
57.0
5%
33.0
MIN
12.0
RANGE
84.0
IQR
17.0
STD
14.7
VAR
216
KURT.
0.692
SKEW
-0.874
SUM
1.2M
59
movement_agility
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
81
(<1%)
ZEROES:
---
MAX
96.0
95%
84.0
Q3
74.0
MEDIAN
66.0
AVG
63.3
Q1
55.0
5%
34.0
MIN
14.0
RANGE
82.0
IQR
19.0
STD
14.6
VAR
214
KURT.
0.017
SKEW
-0.628
SUM
1.2M
60
movement_reactions
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
69
(<1%)
ZEROES:
---
MAX
95.0
95%
76.0
Q3
68.0
MEDIAN
62.0
AVG
61.6
Q1
56.0
5%
46.0
MIN
24.0
RANGE
71.0
IQR
12.0
STD
9.11
VAR
83.0
KURT.
0.181
SKEW
-0.118
SUM
1.2M
61
movement_balance
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
83
(<1%)
ZEROES:
---
MAX
97.0
95%
84.0
Q3
74.0
MEDIAN
66.0
AVG
63.9
Q1
56.0
5%
36.0
MIN
12.0
RANGE
85.0
IQR
18.0
STD
14.1
VAR
198
KURT.
0.105
SKEW
-0.603
SUM
1.2M
62
power_shot_power
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
76
(<1%)
ZEROES:
---
MAX
95.0
95%
78.0
Q3
68.0
MEDIAN
59.0
AVG
57.8
Q1
48.0
5%
35.0
MIN
18.0
RANGE
77.0
IQR
20.0
STD
13.3
VAR
178
KURT.
-0.539
SKEW
-0.231
SUM
1.1M
63
power_jumping
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
75
(<1%)
ZEROES:
---
MAX
95.0
95%
83.0
Q3
73.0
MEDIAN
65.0
AVG
64.6
Q1
58.0
5%
42.0
MIN
15.0
RANGE
80.0
IQR
15.0
STD
11.9
VAR
141
KURT.
0.213
SKEW
-0.402
SUM
1.2M
64
power_stamina
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
85
(<1%)
ZEROES:
---
MAX
97.0
95%
84.0
Q3
73.0
MEDIAN
66.0
AVG
62.6
Q1
55.0
5%
28.0
MIN
12.0
RANGE
85.0
IQR
18.0
STD
15.9
VAR
252
KURT.
0.465
SKEW
-0.893
SUM
1.2M
65
power_strength
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
77
(<1%)
ZEROES:
---
MAX
97.0
95%
84.0
Q3
74.0
MEDIAN
66.0
AVG
64.7
Q1
57.0
5%
41.0
MIN
16.0
RANGE
81.0
IQR
17.0
STD
12.5
VAR
157
KURT.
0.004
SKEW
-0.416
SUM
1.2M
66
power_long_shots
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
91
(<1%)
ZEROES:
---
MAX
94.0
95%
73.0
Q3
62.0
MEDIAN
51.0
AVG
46.8
Q1
32.0
5%
11.0
MIN
4.0
RANGE
90.0
IQR
30.0
STD
19.3
VAR
373
KURT.
-0.782
SKEW
-0.442
SUM
886k
67
mentality_aggression
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
88
(<1%)
ZEROES:
---
MAX
96.0
95%
80.0
Q3
68.0
MEDIAN
58.0
AVG
55.5
Q1
44.0
5%
24.0
MIN
9.0
RANGE
87.0
IQR
24.0
STD
17.2
VAR
296
KURT.
-0.613
SKEW
-0.414
SUM
1.1M
68
mentality_interceptions
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
89
(<1%)
ZEROES:
---
MAX
91.0
95%
74.0
Q3
64.0
MEDIAN
52.0
AVG
46.2
Q1
25.0
5%
13.0
MIN
3.0
RANGE
88.0
IQR
39.0
STD
20.7
VAR
430
KURT.
-1.26
SKEW
-0.282
SUM
876k
69
mentality_positioning
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
94
(<1%)
ZEROES:
---
MAX
95.0
95%
75.0
Q3
64.0
MEDIAN
55.0
AVG
50.3
Q1
40.0
5%
10.0
MIN
2.0
RANGE
93.0
IQR
24.0
STD
19.4
VAR
378
KURT.
-0.235
SKEW
-0.784
SUM
952k
70
mentality_vision
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
86
(<1%)
ZEROES:
---
MAX
95.0
95%
74.0
Q3
64.0
MEDIAN
55.0
AVG
53.8
Q1
45.0
5%
30.0
MIN
9.0
RANGE
86.0
IQR
19.0
STD
13.7
VAR
188
KURT.
-0.373
SKEW
-0.340
SUM
1.0M
71
mentality_penalties
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
87
(<1%)
ZEROES:
---
MAX
92.0
95%
72.0
Q3
60.0
MEDIAN
49.0
AVG
48.1
Q1
38.8
5%
17.0
MIN
6.0
RANGE
86.0
IQR
21.2
STD
15.7
VAR
246
KURT.
-0.264
SKEW
-0.344
SUM
910k
72
mentality_composure
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
85
(<1%)
ZEROES:
---
MAX
96.0
95%
76.0
Q3
66.0
MEDIAN
59.0
AVG
58.0
Q1
50.0
5%
37.0
MIN
12.0
RANGE
84.0
IQR
16.0
STD
12.1
VAR
147
KURT.
0.214
SKEW
-0.436
SUM
1.1M
73
defending_marking
VALUES:
0
(0%)
MISSING:
18,944
(100%)
DISTINCT:
0
(0%)
74
defending_standing_tackle
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
87
(<1%)
ZEROES:
---
MAX
93.0
95%
75.0
Q3
65.0
MEDIAN
55.0
AVG
47.6
Q1
27.0
5%
12.0
MIN
5.0
RANGE
88.0
IQR
38.0
STD
21.4
VAR
458
KURT.
-1.28
SKEW
-0.357
SUM
901k
75
defending_sliding_tackle
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
85
(<1%)
ZEROES:
---
MAX
90.0
95%
73.0
Q3
63.0
MEDIAN
52.0
AVG
45.5
Q1
24.0
5%
12.0
MIN
4.0
RANGE
86.0
IQR
39.0
STD
21.0
VAR
439
KURT.
-1.33
SKEW
-0.288
SUM
863k
76
goalkeeping_diving
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
70
(<1%)
ZEROES:
---
MAX
90.0
95%
66.0
Q3
14.0
AVG
16.4
MEDIAN
11.0
Q1
8.0
5%
6.0
MIN
1.0
RANGE
89.0
IQR
6.00
STD
17.6
VAR
309
KURT.
4.55
SKEW
2.46
SUM
312k
77
goalkeeping_handling
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
71
(<1%)
ZEROES:
---
MAX
92.0
95%
63.0
Q3
14.0
AVG
16.2
MEDIAN
11.0
Q1
8.0
5%
6.0
MIN
1.0
RANGE
91.0
IQR
6.00
STD
16.8
VAR
284
KURT.
4.52
SKEW
2.45
SUM
308k
78
goalkeeping_kicking
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
80
(<1%)
ZEROES:
---
MAX
93.0
95%
62.0
Q3
14.0
AVG
16.1
MEDIAN
11.0
Q1
8.0
5%
6.0
MIN
1.0
RANGE
92.0
IQR
6.00
STD
16.5
VAR
273
KURT.
4.57
SKEW
2.45
SUM
305k
79
goalkeeping_positioning
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
77
(<1%)
ZEROES:
---
MAX
91.0
95%
64.0
Q3
14.0
AVG
16.2
MEDIAN
11.0
Q1
8.0
5%
6.0
MIN
1.0
RANGE
90.0
IQR
6.00
STD
17.0
VAR
290
KURT.
4.72
SKEW
2.48
SUM
307k
80
goalkeeping_reflexes
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
71
(<1%)
ZEROES:
---
MAX
90.0
95%
67.0
Q3
14.0
AVG
16.6
MEDIAN
11.0
Q1
8.0
5%
6.0
MIN
1.0
RANGE
89.0
IQR
6.00
STD
17.9
VAR
320
KURT.
4.62
SKEW
2.47
SUM
314k
81
ls
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
206
(1%)
708
4%
-
-
61+2
702
4%
-
-
60+2
686
4%
-
-
58+2
674
4%
-
-
59+2
671
4%
-
-
57+2
626
3%
-
-
63+2
624
3%
-
-
62+2
14,253
75%
-
-
(Other)
82
st
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
206
(1%)
708
4%
-
-
61+2
702
4%
-
-
60+2
686
4%
-
-
58+2
674
4%
-
-
59+2
671
4%
-
-
57+2
626
3%
-
-
63+2
624
3%
-
-
62+2
14,253
75%
-
-
(Other)
83
rs
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
206
(1%)
708
4%
-
-
61+2
702
4%
-
-
60+2
686
4%
-
-
58+2
674
4%
-
-
59+2
671
4%
-
-
57+2
626
3%
-
-
63+2
624
3%
-
-
62+2
14,253
75%
-
-
(Other)
84
lw
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
104
(<1%)
749
4%
-
-
64+0
732
4%
-
-
63+0
730
4%
-
-
61+0
717
4%
-
-
60+0
716
4%
-
-
62+0
713
4%
-
-
65+0
695
4%
-
-
59+0
13,892
73%
-
-
(Other)
85
lf
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
103
(<1%)
771
4%
-
-
62+0
769
4%
-
-
61+0
735
4%
-
-
60+0
728
4%
-
-
63+0
673
4%
-
-
64+0
669
4%
-
-
59+0
648
3%
-
-
58+0
13,951
74%
-
-
(Other)
86
cf
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
103
(<1%)
771
4%
-
-
62+0
769
4%
-
-
61+0
735
4%
-
-
60+0
728
4%
-
-
63+0
673
4%
-
-
64+0
669
4%
-
-
59+0
648
3%
-
-
58+0
13,951
74%
-
-
(Other)
87
rf
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
103
(<1%)
771
4%
-
-
62+0
769
4%
-
-
61+0
735
4%
-
-
60+0
728
4%
-
-
63+0
673
4%
-
-
64+0
669
4%
-
-
59+0
648
3%
-
-
58+0
13,951
74%
-
-
(Other)
88
rw
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
104
(<1%)
749
4%
-
-
64+0
732
4%
-
-
63+0
730
4%
-
-
61+0
717
4%
-
-
60+0
716
4%
-
-
62+0
713
4%
-
-
65+0
695
4%
-
-
59+0
13,892
73%
-
-
(Other)
89
lam
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
233
(1%)
713
4%
-
-
62+2
712
4%
-
-
59+2
709
4%
-
-
61+2
673
4%
-
-
63+2
668
4%
-
-
60+2
649
3%
-
-
57+2
637
3%
-
-
64+2
14,183
75%
-
-
(Other)
90
cam
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
233
(1%)
713
4%
-
-
62+2
712
4%
-
-
59+2
709
4%
-
-
61+2
673
4%
-
-
63+2
668
4%
-
-
60+2
649
3%
-
-
57+2
637
3%
-
-
64+2
14,183
75%
-
-
(Other)
91
ram
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
233
(1%)
713
4%
-
-
62+2
712
4%
-
-
59+2
709
4%
-
-
61+2
673
4%
-
-
63+2
668
4%
-
-
60+2
649
3%
-
-
57+2
637
3%
-
-
64+2
14,183
75%
-
-
(Other)
92
lm
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
223
(1%)
745
4%
-
-
61+2
723
4%
-
-
62+2
692
4%
-
-
63+2
682
4%
-
-
59+2
668
4%
-
-
64+2
646
3%
-
-
57+2
635
3%
-
-
58+2
14,153
75%
-
-
(Other)
93
lcm
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
213
(1%)
776
4%
-
-
61+2
761
4%
-
-
59+2
748
4%
-
-
60+2
720
4%
-
-
58+2
717
4%
-
-
62+2
716
4%
-
-
57+2
691
4%
-
-
56+2
13,815
73%
-
-
(Other)
94
cm
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
213
(1%)
776
4%
-
-
61+2
761
4%
-
-
59+2
748
4%
-
-
60+2
720
4%
-
-
58+2
717
4%
-
-
62+2
716
4%
-
-
57+2
691
4%
-
-
56+2
13,815
73%
-
-
(Other)
95
rcm
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
213
(1%)
776
4%
-
-
61+2
761
4%
-
-
59+2
748
4%
-
-
60+2
720
4%
-
-
58+2
717
4%
-
-
62+2
716
4%
-
-
57+2
691
4%
-
-
56+2
13,815
73%
-
-
(Other)
96
rm
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
223
(1%)
745
4%
-
-
61+2
723
4%
-
-
62+2
692
4%
-
-
63+2
682
4%
-
-
59+2
668
4%
-
-
64+2
646
3%
-
-
57+2
635
3%
-
-
58+2
14,153
75%
-
-
(Other)
97
lwb
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
201
(1%)
717
4%
-
-
59+2
710
4%
-
-
57+2
698
4%
-
-
60+2
675
4%
-
-
61+2
668
4%
-
-
58+2
647
3%
-
-
54+2
647
3%
-
-
63+2
14,182
75%
-
-
(Other)
98
ldm
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
219
(1%)
614
3%
-
-
61+2
609
3%
-
-
59+2
597
3%
-
-
56+2
594
3%
-
-
60+2
586
3%
-
-
62+2
579
3%
-
-
58+2
545
3%
-
-
63+2
14,820
78%
-
-
(Other)
99
cdm
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
219
(1%)
614
3%
-
-
61+2
609
3%
-
-
59+2
597
3%
-
-
56+2
594
3%
-
-
60+2
586
3%
-
-
62+2
579
3%
-
-
58+2
545
3%
-
-
63+2
14,820
78%
-
-
(Other)
100
rdm
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
219
(1%)
614
3%
-
-
61+2
609
3%
-
-
59+2
597
3%
-
-
56+2
594
3%
-
-
60+2
586
3%
-
-
62+2
579
3%
-
-
58+2
545
3%
-
-
63+2
14,820
78%
-
-
(Other)
101
rwb
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
201
(1%)
717
4%
-
-
59+2
710
4%
-
-
57+2
698
4%
-
-
60+2
675
4%
-
-
61+2
668
4%
-
-
58+2
647
3%
-
-
54+2
647
3%
-
-
63+2
14,182
75%
-
-
(Other)
102
lb
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
196
(1%)
680
4%
-
-
60+2
669
4%
-
-
61+2
668
4%
-
-
62+2
660
3%
-
-
63+2
642
3%
-
-
59+2
628
3%
-
-
58+2
611
3%
-
-
57+2
14,386
76%
-
-
(Other)
103
lcb
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
222
(1%)
528
3%
-
-
61+2
523
3%
-
-
63+2
506
3%
-
-
62+2
503
3%
-
-
58+2
495
3%
-
-
60+2
478
3%
-
-
64+2
476
3%
-
-
59+2
15,435
81%
-
-
(Other)
104
cb
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
222
(1%)
528
3%
-
-
61+2
523
3%
-
-
63+2
506
3%
-
-
62+2
503
3%
-
-
58+2
495
3%
-
-
60+2
478
3%
-
-
64+2
476
3%
-
-
59+2
15,435
81%
-
-
(Other)
105
rcb
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
222
(1%)
528
3%
-
-
61+2
523
3%
-
-
63+2
506
3%
-
-
62+2
503
3%
-
-
58+2
495
3%
-
-
60+2
478
3%
-
-
64+2
476
3%
-
-
59+2
15,435
81%
-
-
(Other)
106
rb
VALUES:
18,944
(100%)
MISSING:
---
DISTINCT:
196
(1%)
680
4%
-
-
60+2
669
4%
-
-
61+2
668
4%
-
-
62+2
660
3%
-
-
63+2
642
3%
-
-
59+2
628
3%
-
-
58+2
611
3%
-
-
57+2
14,386
76%
-
-
(Other)
Associations
[Only including dataset "DataFrame"]
Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
sofifa_id
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

age
-0.75
gk_positioning
-0.52
overall
-0.49
movement_reactions
-0.47
gk_handling
-0.47
gk_diving
-0.45
gk_reflexes
-0.42
mentality_composure
-0.41
gk_speed
-0.41
passing
-0.40
gk_kicking
-0.40
physic
-0.39
power_shot_power
-0.32
power_strength
-0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

international_reputation
0.40
team_position
0.32
real_face
0.28
league_name
0.24
skill_moves
0.23
contract_valid_until
0.21
player_tags
0.18
work_rate
0.14
weak_foot
0.14
nation_position
0.12
league_rank
0.04
preferred_foot
0.00
MOST FREQUENT VALUES

158023
1
<0.1%
237332
1
<0.1%
235505
1
<0.1%
234912
1
<0.1%
233463
1
<0.1%
233280
1
<0.1%
232269
1
<0.1%
231987
1
<0.1%
231931
1
<0.1%
229527
1
<0.1%
228131
1
<0.1%
227751
1
<0.1%
224403
1
<0.1%
222229
1
<0.1%
221859
1
<0.1%
SMALLEST VALUES

41
1
<0.1%
1179
1
<0.1%
2147
1
<0.1%
2702
1
<0.1%
3281
1
<0.1%
3467
1
<0.1%
9014
1
<0.1%
10899
1
<0.1%
11381
1
<0.1%
18115
1
<0.1%
18122
1
<0.1%
19541
1
<0.1%
20209
1
<0.1%
20775
1
<0.1%
20801
1
<0.1%
LARGEST VALUES

258970
1
<0.1%
258968
1
<0.1%
258958
1
<0.1%
258954
1
<0.1%
258953
1
<0.1%
258952
1
<0.1%
258951
1
<0.1%
258950
1
<0.1%
258949
1
<0.1%
258948
1
<0.1%
258947
1
<0.1%
258946
1
<0.1%
258945
1
<0.1%
258944
1
<0.1%
258941
1
<0.1%
player_url
MISSING:
---
1
<1%
-
-
https://sofifa.com/player/158023/lionel-messi/210002
1
<1%
-
-
https://sofifa.com/player/237332/alfie-may/210002
1
<1%
-
-
https://sofifa.com/player/235505/willian-candia/210002
1
<1%
-
-
https://sofifa.com/player/234912/joel-geissmann/210002
1
<1%
-
-
https://sofifa.com/player/233463/steffen-lie-skalevik/210002
1
<1%
-
-
https://sofifa.com/player/233280/min-gi-lee/210002
1
<1%
-
-
https://sofifa.com/player/232269/yong-joon-heo/210002
1
<1%
-
-
https://sofifa.com/player/231987/taylor-washington/210002
1
<1%
-
-
https://sofifa.com/player/231931/hernan-lopes/210002
1
<1%
-
-
https://sofifa.com/player/229527/sergiy-gryn/210002
1
<1%
-
-
https://sofifa.com/player/228131/ji-min-lee/210002
1
<1%
-
-
https://sofifa.com/player/227751/jae-woo-bae/210002
1
<1%
-
-
https://sofifa.com/player/224403/gabriel-alanis/210002
1
<1%
-
-
https://sofifa.com/player/222229/hyung-mo-yang/210002
1
<1%
-
-
https://sofifa.com/player/221859/ju-yong-lee/210002
1
<1%
-
-
https://sofifa.com/player/220271/malick-evouna/210002
1
<1%
-
-
https://sofifa.com/player/219518/pablo-becker/210002
1
<1%
-
-
https://sofifa.com/player/235607/tony-rocha/210002
1
<1%
-
-
https://sofifa.com/player/237355/nicke-kabamba/210002
1
<1%
-
-
https://sofifa.com/player/20801/c-ronaldo-dos-santos-aveiro/210002
1
<1%
-
-
https://sofifa.com/player/238970/nils-butzen/210002
1
<1%
-
-
https://sofifa.com/player/253620/angel-ojeda/210002
1
<1%
-
-
https://sofifa.com/player/252574/diego-zivulic/210002
1
<1%
-
-
https://sofifa.com/player/251440/lukas-scepanik/210002
1
<1%
-
-
https://sofifa.com/player/251128/nicolai-geertsen/210002
1
<1%
-
-
https://sofifa.com/player/251088/kamil-koscielny/210002
1
<1%
-
-
https://sofifa.com/player/248030/mihai-leca/210002
1
<1%
-
-
https://sofifa.com/player/245612/eiichi-katayama/210002
1
<1%
-
-
https://sofifa.com/player/244415/thomas-rotter/210002
1
<1%
-
-
https://sofifa.com/player/244315/badr-boulahroud/210002
1
<1%
-
-
https://sofifa.com/player/243896/ayoub-abdellaoui/210002
1
<1%
-
-
https://sofifa.com/player/242764/hideki-ishige/210002
1
<1%
-
-
https://sofifa.com/player/241475/pyry-soiri/210002
1
<1%
-
-
https://sofifa.com/player/239852/diego-barreto/210002
1
<1%
-
-
https://sofifa.com/player/239636/ayo-simon-okosun/210002
1
<1%
-
-
https://sofifa.com/player/239352/rene-guder/210002
1
<1%
-
-
https://sofifa.com/player/219275/mateusz-kupczak/210002
1
<1%
-
-
https://sofifa.com/player/218292/david-djigla/210002
1
<1%
-
-
https://sofifa.com/player/214893/szymon-sobczak/210002
1
<1%
-
-
https://sofifa.com/player/213589/joaquin-munoz/210002
1
<1%
-
-
https://sofifa.com/player/186494/mark-oxley/210002
1
<1%
-
-
https://sofifa.com/player/256941/adon-gomis/210002
1
<1%
-
-
https://sofifa.com/player/250785/sebastian-santin/210002
1
<1%
-
-
https://sofifa.com/player/248846/oguz-yilmaz/210002
1
<1%
-
-
https://sofifa.com/player/242032/diego-gonzalez/210002
1
<1%
-
-
https://sofifa.com/player/240274/branislav-pindroch/210002
1
<1%
-
-
https://sofifa.com/player/234934/edvinas-girdvainis/210002
1
<1%
-
-
https://sofifa.com/player/232581/carlos-eduardo-bendini-giusti/210002
1
<1%
-
-
https://sofifa.com/player/232082/andrew-tarbell/210002
1
<1%
-
-
https://sofifa.com/player/231956/junjian-liao/210002
1
<1%
-
-
https://sofifa.com/player/228464/jin-hyuk-kim/210002
1
<1%
-
-
https://sofifa.com/player/226775/jay-chapman/210002
1
<1%
-
-
https://sofifa.com/player/226654/sebastian-ring/210002
1
<1%
-
-
https://sofifa.com/player/219453/maciej-urbanczyk/210002
1
<1%
-
-
https://sofifa.com/player/215598/shani-tarashaj/210002
1
<1%
-
-
https://sofifa.com/player/187363/julio-gonzalez/210002
1
<1%
-
-
https://sofifa.com/player/190179/david-cornell/210002
1
<1%
-
-
https://sofifa.com/player/198497/mark-connolly/210002
1
<1%
-
-
https://sofifa.com/player/206520/won-sik-kim/210002
1
<1%
-
-
https://sofifa.com/player/213369/kwame-yeboah/210002
18,884
>99%
-
-
(Other)
short_name
MISSING:
---
13
<1%
-
-
J. Rodríguez
8
<1%
-
-
Paulinho
7
<1%
-
-
M. Smith
7
<1%
-
-
J. Jones
7
<1%
-
-
A. González
7
<1%
-
-
J. González
7
<1%
-
-
R. Fernández
6
<1%
-
-
J. Sánchez
6
<1%
-
-
J. Williams
6
<1%
-
-
J. Rojas
6
<1%
-
-
A. Traoré
6
<1%
-
-
J. García
5
<1%
-
-
D. Rodríguez
5
<1%
-
-
E. López
5
<1%
-
-
J. Clarke
5
<1%
-
-
E. Pérez
5
<1%
-
-
Danilo
5
<1%
-
-
J. Hernández
5
<1%
-
-
J. Angulo
5
<1%
-
-
Y. Kobayashi
5
<1%
-
-
L. López
5
<1%
-
-
J. Murillo
5
<1%
-
-
A. Gómez
5
<1%
-
-
J. Valencia
5
<1%
-
-
J. Brown
5
<1%
-
-
J. Arias
5
<1%
-
-
A. Keita
4
<1%
-
-
A. López
4
<1%
-
-
S. Long
4
<1%
-
-
A. Jones
4
<1%
-
-
João Pedro
4
<1%
-
-
J. Ramírez
4
<1%
-
-
J. Lewis
4
<1%
-
-
J. Moreno
4
<1%
-
-
J. Murphy
4
<1%
-
-
F. Rodríguez
4
<1%
-
-
E. Martínez
4
<1%
-
-
J. Martin
4
<1%
-
-
S. Rodríguez
4
<1%
-
-
Fernando
4
<1%
-
-
K. Nakamura
4
<1%
-
-
A. Ioniță
4
<1%
-
-
C. Núñez
4
<1%
-
-
J. Torres
4
<1%
-
-
J. Vargas
4
<1%
-
-
J. Fernández
4
<1%
-
-
G. Fernández
4
<1%
-
-
M. Camara
4
<1%
-
-
D. Martínez
4
<1%
-
-
L. Thomas
4
<1%
-
-
J. Young
4
<1%
-
-
M. Andersen
4
<1%
-
-
Felipe
4
<1%
-
-
M. Fernández
4
<1%
-
-
R. Williams
4
<1%
-
-
M. Suárez
4
<1%
-
-
R. Edwards
4
<1%
-
-
L. Kelly
4
<1%
-
-
Rafinha
4
<1%
-
-
F. Torres
18,651
98%
-
-
(Other)
long_name
MISSING:
---
3
<1%
-
-
Liam Kelly
3
<1%
-
-
Matthew Smith
2
<1%
-
-
松田 陸
2
<1%
-
-
Ethan Ross
2
<1%
-
-
Alfie Jones
2
<1%
-
-
Ibrahim Cissé
2
<1%
-
-
Ladislav Krejčí
2
<1%
-
-
이재성 李在成
2
<1%
-
-
Jack Evans
2
<1%
-
-
Tommy Smith
2
<1%
-
-
Patrick Herrmann
2
<1%
-
-
Mark Byrne
2
<1%
-
-
James Clarke
2
<1%
-
-
Nathan Ferguson
2
<1%
-
-
Axel Sjöberg
2
<1%
-
-
Ryan Edwards
2
<1%
-
-
Joe Walsh
2
<1%
-
-
James Wilson
2
<1%
-
-
Ibrahim Sissoko
2
<1%
-
-
Joe Lewis
2
<1%
-
-
Michael Smith
2
<1%
-
-
Adama Traoré
2
<1%
-
-
Ben Davies
2
<1%
-
-
Ousmane Camara
2
<1%
-
-
Joe Willis
2
<1%
-
-
Tom Davies
2
<1%
-
-
Sam Long
2
<1%
-
-
Danny Ward
2
<1%
-
-
Luis Robles
2
<1%
-
-
James Jones
2
<1%
-
-
Joe Riley
2
<1%
-
-
Joe Wright
2
<1%
-
-
Shane Griffin
2
<1%
-
-
Scott Brown
2
<1%
-
-
Luke Thomas
2
<1%
-
-
Conor Grant
2
<1%
-
-
刘洋
2
<1%
-
-
Yusuf Erdoğan
2
<1%
-
-
Stefan Savić
2
<1%
-
-
Reece James
2
<1%
-
-
Patrick Schmidt
2
<1%
-
-
Danny Rose
2
<1%
-
-
王鹏
2
<1%
-
-
Luke McCormick
2
<1%
-
-
李帅
2
<1%
-
-
Abdulaziz Majrashi
1
<1%
-
-
Malick Evouna
1
<1%
-
-
Alessio Bottani
1
<1%
-
-
이주용 李周勇
1
<1%
-
-
Mateusz Kupczak
1
<1%
-
-
Peter Orry Larsen
1
<1%
-
-
David Djigla
1
<1%
-
-
Szymon Sobczak
1
<1%
-
-
Joaquín Emanuel Muñoz Almarza
1
<1%
-
-
Pablo Ignacio Becker
1
<1%
-
-
양형모 梁瀅模
1
<1%
-
-
Louis Ferenc Puskas Fenton
1
<1%
-
-
Marek Štěch
1
<1%
-
-
Colin Daniel
1
<1%
-
-
Gabriel Gustavo Alanís
18,836
>99%
-
-
(Other)
age
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

sofifa_id
-0.75
gk_positioning
0.56
gk_handling
0.49
overall
0.47
gk_diving
0.46
movement_reactions
0.46
physic
0.44
gk_reflexes
0.43
gk_kicking
0.42
gk_speed
0.37
mentality_composure
0.36
power_strength
0.35
passing
0.34
power_shot_power
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_position
0.39
international_reputation
0.30
contract_valid_until
0.24
league_name
0.21
real_face
0.17
skill_moves
0.17
work_rate
0.15
player_tags
0.14
nation_position
0.12
league_rank
0.12
weak_foot
0.11
preferred_foot
0.00
MOST FREQUENT VALUES

23
1,473
7.8%
22
1,435
7.6%
20
1,427
7.5%
24
1,423
7.5%
21
1,383
7.3%
26
1,277
6.7%
28
1,274
6.7%
25
1,250
6.6%
27
1,217
6.4%
29
1,045
5.5%
19
1,032
5.4%
30
935
4.9%
31
768
4.1%
18
668
3.5%
32
628
3.3%
SMALLEST VALUES

16
29
0.2%
17
273
1.4%
18
668
3.5%
19
1,032
5.4%
20
1,427
7.5%
21
1,383
7.3%
22
1,435
7.6%
23
1,473
7.8%
24
1,423
7.5%
25
1,250
6.6%
26
1,277
6.7%
27
1,217
6.4%
28
1,274
6.7%
29
1,045
5.5%
30
935
4.9%
LARGEST VALUES

53
1
<0.1%
43
2
<0.1%
42
5
<0.1%
41
7
<0.1%
40
13
<0.1%
39
28
0.1%
38
57
0.3%
37
81
0.4%
36
160
0.8%
35
218
1.2%
34
359
1.9%
33
476
2.5%
32
628
3.3%
31
768
4.1%
30
935
4.9%
dob
MISSING:
---
128
<1%
-
-
1992-02-29
124
<1%
-
-
1996-02-29
89
<1%
-
-
2000-02-29
45
<1%
-
-
1988-02-29
14
<1%
-
-
1984-02-29
12
<1%
-
-
1996-03-06
12
<1%
-
-
1997-01-01
12
<1%
-
-
2000-02-22
12
<1%
-
-
2000-02-02
12
<1%
-
-
1997-01-03
11
<1%
-
-
2000-01-18
11
<1%
-
-
1999-02-25
11
<1%
-
-
1998-01-12
11
<1%
-
-
1999-03-09
11
<1%
-
-
1997-04-24
11
<1%
-
-
2000-01-20
11
<1%
-
-
1999-01-21
11
<1%
-
-
1994-04-25
11
<1%
-
-
2000-03-25
11
<1%
-
-
1997-03-16
11
<1%
-
-
1996-01-01
11
<1%
-
-
1999-03-18
11
<1%
-
-
1993-03-05
11
<1%
-
-
1991-01-08
11
<1%
-
-
1999-02-26
10
<1%
-
-
1995-02-05
10
<1%
-
-
1995-04-19
10
<1%
-
-
1998-01-01
10
<1%
-
-
1993-02-12
10
<1%
-
-
1993-01-15
10
<1%
-
-
1999-03-08
10
<1%
-
-
1993-02-07
10
<1%
-
-
1999-01-15
10
<1%
-
-
1998-06-30
10
<1%
-
-
1996-11-11
10
<1%
-
-
1997-05-23
10
<1%
-
-
2000-01-01
10
<1%
-
-
1999-05-11
10
<1%
-
-
1996-01-23
10
<1%
-
-
1997-03-18
9
<1%
-
-
1997-02-24
9
<1%
-
-
1999-08-17
9
<1%
-
-
1998-01-25
9
<1%
-
-
1994-01-03
9
<1%
-
-
1997-03-28
9
<1%
-
-
1998-05-04
9
<1%
-
-
1996-09-30
9
<1%
-
-
1997-02-20
9
<1%
-
-
2000-01-14
9
<1%
-
-
1997-01-18
9
<1%
-
-
1997-04-18
9
<1%
-
-
1999-01-05
9
<1%
-
-
1995-03-09
9
<1%
-
-
1999-02-04
9
<1%
-
-
1997-01-09
9
<1%
-
-
2000-02-08
9
<1%
-
-
1998-12-29
9
<1%
-
-
1999-05-08
9
<1%
-
-
1998-02-07
9
<1%
-
-
1992-02-10
17,989
95%
-
-
(Other)
height_cm
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

weight_kg
0.77
movement_balance
-0.77
movement_agility
-0.61
movement_acceleration
-0.54
power_strength
0.53
physic
0.49
attacking_crossing
-0.49
skill_dribbling
-0.48
movement_sprint_speed
-0.46
skill_curve
-0.44
mentality_positioning
-0.44
skill_ball_control
-0.41
pace
-0.41
skill_fk_accuracy
-0.40

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.44
team_position
0.39
player_tags
0.32
league_name
0.26
work_rate
0.26
weak_foot
0.17
nation_position
0.12
preferred_foot
0.08
league_rank
0.07
contract_valid_until
0.07
international_reputation
0.04
real_face
0.03
MOST FREQUENT VALUES

180
1,487
7.8%
178
1,249
6.6%
185
1,187
6.3%
183
1,151
6.1%
175
1,081
5.7%
188
914
4.8%
182
881
4.7%
186
821
4.3%
184
820
4.3%
177
750
4.0%
187
721
3.8%
181
706
3.7%
179
666
3.5%
176
665
3.5%
173
604
3.2%
SMALLEST VALUES

155
1
<0.1%
156
1
<0.1%
157
1
<0.1%
158
3
<0.1%
159
2
<0.1%
160
5
<0.1%
161
6
<0.1%
162
12
<0.1%
163
19
0.1%
164
30
0.2%
165
95
0.5%
166
60
0.3%
167
117
0.6%
168
220
1.2%
169
180
1.0%
LARGEST VALUES

206
1
<0.1%
203
2
<0.1%
202
4
<0.1%
201
12
<0.1%
200
8
<0.1%
199
17
<0.1%
198
39
0.2%
197
57
0.3%
196
138
0.7%
195
135
0.7%
194
175
0.9%
193
328
1.7%
192
297
1.6%
191
463
2.4%
190
573
3.0%
weight_kg
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

height_cm
0.77
movement_balance
-0.65
power_strength
0.61
physic
0.58
movement_agility
-0.53
movement_acceleration
-0.48
movement_sprint_speed
-0.40
skill_dribbling
-0.40
attacking_crossing
-0.40
pace
-0.37
mentality_positioning
-0.35
skill_curve
-0.35
goalkeeping_positioning
0.34
goalkeeping_handling
0.34

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.38
team_position
0.37
player_tags
0.35
league_name
0.21
work_rate
0.21
weak_foot
0.13
nation_position
0.13
international_reputation
0.10
preferred_foot
0.07
real_face
0.07
contract_valid_until
0.07
league_rank
0.04
MOST FREQUENT VALUES

70
1,510
8.0%
75
1,458
7.7%
80
1,112
5.9%
72
1,019
5.4%
78
991
5.2%
74
963
5.1%
73
949
5.0%
77
899
4.7%
76
876
4.6%
68
782
4.1%
79
693
3.7%
71
647
3.4%
82
629
3.3%
69
554
2.9%
65
534
2.8%
SMALLEST VALUES

50
1
<0.1%
52
2
<0.1%
53
2
<0.1%
54
4
<0.1%
55
16
<0.1%
56
11
<0.1%
57
14
<0.1%
58
43
0.2%
59
41
0.2%
60
154
0.8%
61
105
0.6%
62
182
1.0%
63
241
1.3%
64
339
1.8%
65
534
2.8%
LARGEST VALUES

110
1
<0.1%
107
1
<0.1%
104
3
<0.1%
103
4
<0.1%
102
4
<0.1%
101
3
<0.1%
100
7
<0.1%
99
3
<0.1%
98
13
<0.1%
97
9
<0.1%
96
14
<0.1%
95
30
0.2%
94
34
0.2%
93
50
0.3%
92
66
0.3%
nationality
MISSING:
---
1,685
9%
-
-
England
1,189
6%
-
-
Germany
1,072
6%
-
-
Spain
984
5%
-
-
France
936
5%
-
-
Argentina
887
5%
-
-
Brazil
489
3%
-
-
Japan
432
2%
-
-
Netherlands
421
2%
-
-
Italy
378
2%
-
-
United States
372
2%
-
-
Sweden
364
2%
-
-
China PR
363
2%
-
-
Norway
362
2%
-
-
Mexico
360
2%
-
-
Poland
353
2%
-
-
Portugal
349
2%
-
-
Uruguay
344
2%
-
-
Turkey
341
2%
-
-
Korea Republic
338
2%
-
-
Colombia
338
2%
-
-
Republic of Ireland
324
2%
-
-
Romania
321
2%
-
-
Austria
317
2%
-
-
Saudi Arabia
300
2%
-
-
Denmark
298
2%
-
-
Belgium
287
2%
-
-
Scotland
252
1%
-
-
Ecuador
241
1%
-
-
Australia
235
1%
-
-
Paraguay
211
1%
-
-
Switzerland
198
1%
-
-
Venezuela
191
1%
-
-
Chile
161
<1%
-
-
Peru
146
<1%
-
-
Bolivia
132
<1%
-
-
Croatia
130
<1%
-
-
Serbia
128
<1%
-
-
Senegal
126
<1%
-
-
Nigeria
124
<1%
-
-
Wales
118
<1%
-
-
Ghana
111
<1%
-
-
Czech Republic
105
<1%
-
-
Ivory Coast
103
<1%
-
-
Greece
80
<1%
-
-
Northern Ireland
80
<1%
-
-
Morocco
78
<1%
-
-
Canada
77
<1%
-
-
Russia
77
<1%
-
-
Cameroon
72
<1%
-
-
South Africa
68
<1%
-
-
Slovakia
66
<1%
-
-
Bosnia Herzegovina
65
<1%
-
-
DR Congo
65
<1%
-
-
Finland
65
<1%
-
-
Ukraine
54
<1%
-
-
Iceland
52
<1%
-
-
Slovenia
52
<1%
-
-
Algeria
50
<1%
-
-
Mali
49
<1%
-
-
Albania
978
5%
-
-
(Other)
club_name
MISSING:
225
(1%)
33
<1%
-
-
FC Barcelona
33
<1%
-
-
Genoa
33
<1%
-
-
West Ham United
33
<1%
-
-
Leeds United
33
<1%
-
-
SV Werder Bremen
33
<1%
-
-
Getafe CF
33
<1%
-
-
Deportivo Alavés
33
<1%
-
-
LOSC Lille
33
<1%
-
-
Racing Club de Lens
33
<1%
-
-
Fulham
33
<1%
-
-
Newcastle United
33
<1%
-
-
Crystal Palace
33
<1%
-
-
Levante UD
33
<1%
-
-
Cádiz CF
33
<1%
-
-
Olympique de Marseille
33
<1%
-
-
Stade Rennais FC
33
<1%
-
-
Fiorentina
33
<1%
-
-
VfB Stuttgart
33
<1%
-
-
Sassuolo
33
<1%
-
-
AS Saint-Étienne
33
<1%
-
-
1. FSV Mainz 05
33
<1%
-
-
Real Valladolid CF
33
<1%
-
-
Bologna
33
<1%
-
-
Hellas Verona
33
<1%
-
-
Aston Villa
33
<1%
-
-
Udinese
33
<1%
-
-
Brighton & Hove Albion
33
<1%
-
-
Southampton
33
<1%
-
-
Granada CF
33
<1%
-
-
Crotone
33
<1%
-
-
FC Nantes
33
<1%
-
-
Real Betis
33
<1%
-
-
Benevento
33
<1%
-
-
Angers SCO
33
<1%
-
-
Manchester City
33
<1%
-
-
Atalanta
33
<1%
-
-
Lazio
33
<1%
-
-
Arsenal
33
<1%
-
-
Borussia Mönchengladbach
33
<1%
-
-
Leicester City
33
<1%
-
-
Manchester United
33
<1%
-
-
Valencia CF
33
<1%
-
-
Chelsea
33
<1%
-
-
Napoli
33
<1%
-
-
Inter
33
<1%
-
-
Tottenham Hotspur
33
<1%
-
-
Real Sociedad
33
<1%
-
-
Liverpool
33
<1%
-
-
Everton
33
<1%
-
-
Sevilla FC
33
<1%
-
-
Torino
33
<1%
-
-
AS Monaco
33
<1%
-
-
RC Celta
33
<1%
-
-
Atlético Madrid
33
<1%
-
-
Wolverhampton Wanderers
32
<1%
-
-
West Bromwich Albion
32
<1%
-
-
Cagliari
32
<1%
-
-
TSG 1899 Hoffenheim
32
<1%
-
-
FC Metz
32
<1%
-
-
Hertha BSC
16,744
89%
-
-
(Other)
league_name
MISSING:
225
(1%)
TOP CATEGORIES

English League Championship
709
4%
USA Major League Soccer
701
4%
Argentina Primera División
659
4%
English Premier League
654
3%
Spain Primera Division
645
3%
Italian Serie A
645
3%
English League One
630
3%
Spanish Segunda División
619
3%
English League Two
605
3%
French Ligue 1
600
3%
Turkish Süper Lig
589
3%
German 1. Bundesliga
548
3%
French Ligue 2
546
3%
German 3. Bundesliga
522
3%
Japanese J. League Division 1
521
3%
Portuguese Liga ZON SAGRES
510
3%
Mexican Liga MX
509
3%
(Other)
8,507
45%
ALL
18,719
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
league_name
PROVIDES INFORMATION ON...

league_rank
1.00
real_face
0.29
nation_position
0.22
contract_valid_until
0.20
international_reputation
0.18
player_tags
0.09
team_position
0.05
skill_moves
0.03
work_rate
0.03
weak_foot
0.03
preferred_foot
0.00

THESE FEATURES
GIVE INFORMATION
ON league_name:

league_rank
0.22
contract_valid_until
0.09
team_position
0.03
real_face
0.03
nation_position
0.02
international_reputation
0.01
work_rate
0.01
player_tags
0.01
skill_moves
0.01
weak_foot
0.01
preferred_foot
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
league_name
CORRELATION RATIO WITH...

potential
0.61
wage_eur
0.58
overall
0.54
release_clause_eur
0.50
value_eur
0.48
movement_reactions
0.48
nation_jersey_number
0.44
mentality_composure
0.37
power_shot_power
0.33
team_jersey_number
0.29
attacking_short_passing
0.27
height_cm
0.26
skill_long_passing
0.26
mentality_vision
0.26
league_rank
MISSING:
225
(1%)
TOP CATEGORIES

1.0
14,397
77%
2.0
2,565
14%
3.0
1,152
6%
4.0
605
3%
ALL
18,719
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
league_rank
PROVIDES INFORMATION ON...

league_name
0.22
nation_position
0.12
contract_valid_until
0.07
team_position
0.03
international_reputation
0.02
real_face
0.02
player_tags
0.01
skill_moves
0.01
work_rate
0.00
weak_foot
0.00
preferred_foot
0.00

THESE FEATURES
GIVE INFORMATION
ON league_rank:

league_name
1.00
contract_valid_until
0.15
team_position
0.08
nation_position
0.05
skill_moves
0.01
international_reputation
0.01
real_face
0.01
player_tags
0.01
work_rate
0.00
weak_foot
0.00
preferred_foot
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
league_rank
CORRELATION RATIO WITH...

nation_jersey_number
0.40
overall
0.24
movement_reactions
0.21
potential
0.20
team_jersey_number
0.16
value_eur
0.16
release_clause_eur
0.15
wage_eur
0.15
mentality_composure
0.14
attacking_short_passing
0.13
power_shot_power
0.12
mentality_vision
0.12
age
0.12
skill_long_passing
0.11
overall
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

gk_diving
0.95
gk_reflexes
0.95
gk_positioning
0.95
gk_handling
0.93
movement_reactions
0.87
gk_kicking
0.81
passing
0.71
mentality_composure
0.71
dribbling
0.64
potential
0.64
value_eur
0.63
release_clause_eur
0.63
wage_eur
0.57
power_shot_power
0.56

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

league_name
0.54
international_reputation
0.45
skill_moves
0.45
real_face
0.45
team_position
0.44
player_tags
0.33
nation_position
0.31
work_rate
0.27
league_rank
0.24
weak_foot
0.24
contract_valid_until
0.19
preferred_foot
0.05
MOST FREQUENT VALUES

65
1,168
6.2%
66
1,139
6.0%
64
1,135
6.0%
67
1,112
5.9%
63
1,078
5.7%
68
974
5.1%
69
943
5.0%
62
941
5.0%
70
885
4.7%
61
802
4.2%
60
775
4.1%
72
746
3.9%
71
707
3.7%
59
612
3.2%
73
571
3.0%
SMALLEST VALUES

47
16
<0.1%
48
43
0.2%
49
67
0.4%
50
127
0.7%
51
180
1.0%
52
208
1.1%
53
246
1.3%
54
250
1.3%
55
333
1.8%
56
379
2.0%
57
467
2.5%
58
552
2.9%
59
612
3.2%
60
775
4.1%
61
802
4.2%
LARGEST VALUES

93
1
<0.1%
92
1
<0.1%
91
4
<0.1%
90
6
<0.1%
89
6
<0.1%
88
10
<0.1%
87
20
0.1%
86
14
<0.1%
85
37
0.2%
84
41
0.2%
83
72
0.4%
82
60
0.3%
81
94
0.5%
80
137
0.7%
79
180
1.0%
potential
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

gk_reflexes
0.70
gk_diving
0.68
gk_handling
0.65
overall
0.64
gk_positioning
0.61
release_clause_eur
0.59
value_eur
0.57
gk_kicking
0.57
movement_reactions
0.51
dribbling
0.48
wage_eur
0.47
passing
0.44
mentality_composure
0.43
attacking_short_passing
0.35

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

league_name
0.61
real_face
0.35
skill_moves
0.34
international_reputation
0.31
contract_valid_until
0.29
player_tags
0.27
nation_position
0.23
league_rank
0.20
work_rate
0.19
weak_foot
0.16
team_position
0.16
preferred_foot
0.04
MOST FREQUENT VALUES

70
1,299
6.9%
72
1,260
6.7%
69
1,220
6.4%
73
1,178
6.2%
71
1,176
6.2%
67
1,124
5.9%
68
1,103
5.8%
75
1,018
5.4%
74
1,008
5.3%
66
976
5.2%
65
836
4.4%
76
726
3.8%
64
714
3.8%
77
647
3.4%
78
597
3.2%
SMALLEST VALUES

47
1
<0.1%
48
2
<0.1%
49
1
<0.1%
50
2
<0.1%
51
5
<0.1%
52
8
<0.1%
53
11
<0.1%
54
16
<0.1%
55
28
0.1%
56
39
0.2%
57
60
0.3%
58
89
0.5%
59
136
0.7%
60
207
1.1%
61
271
1.4%
LARGEST VALUES

95
1
<0.1%
93
7
<0.1%
92
5
<0.1%
91
10
<0.1%
90
14
<0.1%
89
26
0.1%
88
47
0.2%
87
63
0.3%
86
87
0.5%
85
129
0.7%
84
151
0.8%
83
229
1.2%
82
250
1.3%
81
325
1.7%
80
395
2.1%
value_eur
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

release_clause_eur
0.99
wage_eur
0.84
overall
0.63
potential
0.57
gk_handling
0.56
gk_reflexes
0.56
gk_diving
0.56
movement_reactions
0.56
gk_positioning
0.53
gk_kicking
0.48
passing
0.46
mentality_composure
0.45
dribbling
0.45
mentality_vision
0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

player_tags
0.64
international_reputation
0.58
league_name
0.48
real_face
0.47
skill_moves
0.40
nation_position
0.39
team_position
0.24
contract_valid_until
0.21
work_rate
0.19
weak_foot
0.18
league_rank
0.16
preferred_foot
0.02
MOST FREQUENT VALUES

1100000
459
2.4%
325000
424
2.2%
275000
406
2.1%
350000
390
2.1%
475000
386
2.0%
450000
383
2.0%
375000
378
2.0%
550000
350
1.8%
300000
343
1.8%
525000
337
1.8%
1000000
327
1.7%
425000
325
1.7%
400000
322
1.7%
650000
320
1.7%
250000
299
1.6%
SMALLEST VALUES

0
237
1.3%
5000
1
<0.1%
8000
1
<0.1%
10000
1
<0.1%
15000
4
<0.1%
20000
8
<0.1%
25000
13
<0.1%
30000
15
<0.1%
35000
27
0.1%
40000
31
0.2%
45000
65
0.3%
50000
98
0.5%
60000
180
1.0%
70000
122
0.6%
80000
164
0.9%
LARGEST VALUES

105500000
1
<0.1%
90000000
1
<0.1%
87000000
1
<0.1%
80000000
1
<0.1%
78000000
2
<0.1%
75500000
1
<0.1%
75000000
1
<0.1%
72500000
1
<0.1%
71000000
2
<0.1%
69500000
2
<0.1%
67500000
1
<0.1%
65000000
1
<0.1%
63000000
1
<0.1%
62500000
1
<0.1%
60000000
2
<0.1%
wage_eur
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

value_eur
0.84
release_clause_eur
0.84
overall
0.57
gk_handling
0.53
gk_reflexes
0.53
gk_diving
0.53
movement_reactions
0.51
gk_positioning
0.50
potential
0.47
gk_kicking
0.46
mentality_composure
0.42
passing
0.42
dribbling
0.39
mentality_vision
0.34

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

player_tags
0.64
international_reputation
0.64
league_name
0.58
real_face
0.49
nation_position
0.36
skill_moves
0.35
work_rate
0.17
weak_foot
0.17
team_position
0.16
contract_valid_until
0.15
league_rank
0.15
preferred_foot
0.02
MOST FREQUENT VALUES

2000
2,943
15.5%
500
2,790
14.7%
3000
1,935
10.2%
1000
1,695
8.9%
4000
1,156
6.1%
5000
887
4.7%
6000
645
3.4%
7000
486
2.6%
8000
391
2.1%
9000
368
1.9%
11000
254
1.3%
12000
249
1.3%
13000
229
1.2%
0
225
1.2%
10000
211
1.1%
SMALLEST VALUES

0
225
1.2%
500
2,790
14.7%
550
145
0.8%
600
169
0.9%
650
148
0.8%
700
152
0.8%
750
163
0.9%
800
170
0.9%
850
170
0.9%
900
182
1.0%
950
159
0.8%
1000
1,695
8.9%
2000
2,943
15.5%
3000
1,935
10.2%
4000
1,156
6.1%
LARGEST VALUES

560000
1
<0.1%
370000
1
<0.1%
350000
2
<0.1%
310000
2
<0.1%
300000
2
<0.1%
290000
1
<0.1%
280000
1
<0.1%
270000
2
<0.1%
260000
2
<0.1%
250000
3
<0.1%
240000
2
<0.1%
230000
2
<0.1%
220000
6
<0.1%
210000
3
<0.1%
200000
1
<0.1%
player_positions
MISSING:
---
2,437
13%
-
-
CB
2,083
11%
-
-
GK
1,893
10%
-
-
ST
827
4%
-
-
CDM, CM
810
4%
-
-
CM
770
4%
-
-
LB
693
4%
-
-
CM, CDM
656
3%
-
-
RB
349
2%
-
-
CDM
269
1%
-
-
RM
268
1%
-
-
CAM
262
1%
-
-
LM
236
1%
-
-
CB, RB
228
1%
-
-
CAM, CM
223
1%
-
-
LM, RM
212
1%
-
-
CB, LB
211
1%
-
-
CM, CAM
209
1%
-
-
CB, CDM
201
1%
-
-
RM, LM
181
<1%
-
-
LB, LM
133
<1%
-
-
RB, LB
124
<1%
-
-
RB, CB
122
<1%
-
-
RB, RM
120
<1%
-
-
RW
113
<1%
-
-
LW
110
<1%
-
-
LB, LWB
109
<1%
-
-
LB, CB
99
<1%
-
-
CDM, CB
98
<1%
-
-
LW, RW
97
<1%
-
-
RB, RWB
92
<1%
-
-
RW, LW
91
<1%
-
-
CAM, RM
89
<1%
-
-
ST, RM
87
<1%
-
-
ST, LW
84
<1%
-
-
ST, CAM
84
<1%
-
-
ST, RW
80
<1%
-
-
ST, LM
79
<1%
-
-
CM, CDM, CAM
75
<1%
-
-
CAM, LM
73
<1%
-
-
LM, ST
72
<1%
-
-
RM, RW
63
<1%
-
-
RM, ST
63
<1%
-
-
LM, LW
62
<1%
-
-
LM, CAM
61
<1%
-
-
CAM, ST
57
<1%
-
-
CM, CAM, CDM
56
<1%
-
-
ST, CF
55
<1%
-
-
LB, RB
54
<1%
-
-
RM, CAM
53
<1%
-
-
CDM, CM, CB
51
<1%
-
-
CM, LM
48
<1%
-
-
CM, RM
48
<1%
-
-
RM, RB
44
<1%
-
-
LM, LB
43
<1%
-
-
ST, RW, LW
40
<1%
-
-
LB, LWB, LM
40
<1%
-
-
RW, ST
40
<1%
-
-
LW, LM
40
<1%
-
-
RW, RM
39
<1%
-
-
LWB, LB
2,938
16%
-
-
(Other)
preferred_foot
MISSING:
---
TOP CATEGORIES

Right
14,448
76%
Left
4,496
24%
ALL
18,944
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
preferred_foot
PROVIDES INFORMATION ON...

team_position
0.02
nation_position
0.01
skill_moves
0.01
player_tags
0.01
weak_foot
0.00
work_rate
0.00
league_name
0.00
contract_valid_until
0.00
real_face
0.00
international_reputation
0.00
league_rank
0.00

THESE FEATURES
GIVE INFORMATION
ON preferred_foot:

team_position
0.10
skill_moves
0.01
weak_foot
0.01
nation_position
0.01
work_rate
0.00
league_name
0.00
player_tags
0.00
contract_valid_until
0.00
real_face
0.00
league_rank
0.00
international_reputation
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
preferred_foot
CORRELATION RATIO WITH...

attacking_crossing
0.20
skill_curve
0.15
skill_fk_accuracy
0.15
passing
0.13
pace
0.13
skill_dribbling
0.13
dribbling
0.12
defending_sliding_tackle
0.12
defending
0.12
movement_acceleration
0.12
defending_standing_tackle
0.11
movement_sprint_speed
0.11
skill_ball_control
0.11
gk_handling
0.11
international_reputation
MISSING:
---
TOP CATEGORIES

1
17,593
93%
2
1,017
5%
3
285
2%
4
43
<1%
5
6
<1%
ALL
18,944
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
international_reputation
PROVIDES INFORMATION ON...

real_face
0.18
player_tags
0.08
nation_position
0.05
skill_moves
0.02
league_name
0.01
weak_foot
0.01
league_rank
0.01
team_position
0.01
work_rate
0.00
contract_valid_until
0.00
preferred_foot
0.00

THESE FEATURES
GIVE INFORMATION
ON international_reputation:

real_face
0.21
league_name
0.18
player_tags
0.12
skill_moves
0.09
nation_position
0.06
team_position
0.04
weak_foot
0.03
league_rank
0.02
work_rate
0.02
contract_valid_until
0.01
preferred_foot
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
international_reputation
CORRELATION RATIO WITH...

wage_eur
0.64
value_eur
0.58
release_clause_eur
0.55
overall
0.45
movement_reactions
0.41
sofifa_id
0.40
mentality_composure
0.37
potential
0.31
age
0.30
power_shot_power
0.29
mentality_vision
0.28
skill_long_passing
0.24
attacking_short_passing
0.23
attacking_volleys
0.23
weak_foot
MISSING:
---
TOP CATEGORIES

3
11,661
62%
2
4,176
22%
4
2,699
14%
5
273
1%
1
135
<1%
ALL
18,944
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
weak_foot
PROVIDES INFORMATION ON...

skill_moves
0.06
international_reputation
0.03
player_tags
0.03
real_face
0.02
nation_position
0.02
work_rate
0.02
team_position
0.01
preferred_foot
0.01
league_name
0.01
league_rank
0.00
contract_valid_until
0.00

THESE FEATURES
GIVE INFORMATION
ON weak_foot:

skill_moves
0.07
team_position
0.03
league_name
0.03
work_rate
0.03
player_tags
0.01
international_reputation
0.01
real_face
0.01
nation_position
0.01
preferred_foot
0.00
contract_valid_until
0.00
league_rank
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
weak_foot
CORRELATION RATIO WITH...

shooting
0.38
attacking_finishing
0.38
attacking_volleys
0.37
power_long_shots
0.37
skill_dribbling
0.36
skill_ball_control
0.36
mentality_positioning
0.36
skill_curve
0.35
dribbling
0.35
mentality_penalties
0.35
mentality_vision
0.35
passing
0.34
skill_fk_accuracy
0.34
attacking_short_passing
0.33
skill_moves
MISSING:
---
TOP CATEGORIES

2
9,134
48%
3
6,546
35%
1
2,084
11%
4
1,125
6%
5
55
<1%
ALL
18,944
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
skill_moves
PROVIDES INFORMATION ON...

player_tags
0.12
team_position
0.09
work_rate
0.09
international_reputation
0.09
nation_position
0.07
weak_foot
0.07
real_face
0.07
preferred_foot
0.01
league_rank
0.01
league_name
0.01
contract_valid_until
0.00

THESE FEATURES
GIVE INFORMATION
ON skill_moves:

team_position
0.19
work_rate
0.12
weak_foot
0.06
player_tags
0.05
league_name
0.03
international_reputation
0.02
nation_position
0.02
real_face
0.02
league_rank
0.01
preferred_foot
0.01
contract_valid_until
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
skill_moves
CORRELATION RATIO WITH...

gk_handling
0.99
gk_diving
0.99
gk_kicking
0.99
gk_reflexes
0.99
gk_positioning
0.99
goalkeeping_reflexes
0.97
goalkeeping_diving
0.97
goalkeeping_handling
0.97
goalkeeping_kicking
0.97
goalkeeping_positioning
0.97
gk_speed
0.96
dribbling
0.95
passing
0.92
pace
0.92
work_rate
MISSING:
---
TOP CATEGORIES

Medium/Medium
9,980
53%
High/Medium
3,455
18%
Medium/High
1,798
9%
High/High
1,031
5%
Medium/Low
913
5%
High/Low
786
4%
Low/Medium
482
3%
Low/High
446
2%
Low/Low
53
<1%
ALL
18,944
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
work_rate
PROVIDES INFORMATION ON...

player_tags
0.14
skill_moves
0.12
team_position
0.05
nation_position
0.05
weak_foot
0.03
international_reputation
0.02
real_face
0.02
league_name
0.01
preferred_foot
0.00
league_rank
0.00
contract_valid_until
0.00

THESE FEATURES
GIVE INFORMATION
ON work_rate:

skill_moves
0.09
team_position
0.08
player_tags
0.04
league_name
0.03
weak_foot
0.02
nation_position
0.01
real_face
0.00
international_reputation
0.00
contract_valid_until
0.00
league_rank
0.00
preferred_foot
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
work_rate
CORRELATION RATIO WITH...

mentality_positioning
0.47
attacking_finishing
0.47
shooting
0.44
mentality_interceptions
0.43
attacking_volleys
0.43
skill_dribbling
0.43
defending_standing_tackle
0.43
defending_sliding_tackle
0.42
power_long_shots
0.42
movement_acceleration
0.42
defending
0.41
skill_curve
0.41
power_stamina
0.41
dribbling
0.41
body_type
MISSING:
---
11,264
59%
-
-
Normal
6,490
34%
-
-
Lean
1,075
6%
-
-
Stocky
1
<1%
-
-
PLAYER_BODY_TYPE_286
1
<1%
-
-
PLAYER_BODY_TYPE_318
1
<1%
-
-
PLAYER_BODY_TYPE_269
1
<1%
-
-
PLAYER_BODY_TYPE_326
1
<1%
-
-
PLAYER_BODY_TYPE_251
1
<1%
-
-
PLAYER_BODY_TYPE_367
1
<1%
-
-
PLAYER_BODY_TYPE_331
1
<1%
-
-
PLAYER_BODY_TYPE_350
1
<1%
-
-
PLAYER_BODY_TYPE_309
1
<1%
-
-
PLAYER_BODY_TYPE_261
1
<1%
-
-
PLAYER_BODY_TYPE_258
1
<1%
-
-
PLAYER_BODY_TYPE_339
1
<1%
-
-
PLAYER_BODY_TYPE_278
1
<1%
-
-
Messi
1
<1%
-
-
PLAYER_BODY_TYPE_376
1
<1%
-
-
PLAYER_BODY_TYPE_285
1
<1%
-
-
PLAYER_BODY_TYPE_304
1
<1%
-
-
PLAYER_BODY_TYPE_274
1
<1%
-
-
PLAYER_BODY_TYPE_328
1
<1%
-
-
PLAYER_BODY_TYPE_275
1
<1%
-
-
PLAYER_BODY_TYPE_277
1
<1%
-
-
PLAYER_BODY_TYPE_324
1
<1%
-
-
PLAYER_BODY_TYPE_338
1
<1%
-
-
PLAYER_BODY_TYPE_341
1
<1%
-
-
PLAYER_BODY_TYPE_299
1
<1%
-
-
PLAYER_BODY_TYPE_317
1
<1%
-
-
PLAYER_BODY_TYPE_279
1
<1%
-
-
PLAYER_BODY_TYPE_381
1
<1%
-
-
PLAYER_BODY_TYPE_340
1
<1%
-
-
PLAYER_BODY_TYPE_335
1
<1%
-
-
PLAYER_BODY_TYPE_357
1
<1%
-
-
PLAYER_BODY_TYPE_359
1
<1%
-
-
PLAYER_BODY_TYPE_369
1
<1%
-
-
PLAYER_BODY_TYPE_361
1
<1%
-
-
PLAYER_BODY_TYPE_256
1
<1%
-
-
PLAYER_BODY_TYPE_375
1
<1%
-
-
PLAYER_BODY_TYPE_373
1
<1%
-
-
PLAYER_BODY_TYPE_302
1
<1%
-
-
PLAYER_BODY_TYPE_332
1
<1%
-
-
PLAYER_BODY_TYPE_364
1
<1%
-
-
PLAYER_BODY_TYPE_377
1
<1%
-
-
PLAYER_BODY_TYPE_370
1
<1%
-
-
Shaqiri
1
<1%
-
-
PLAYER_BODY_TYPE_362
1
<1%
-
-
PLAYER_BODY_TYPE_380
1
<1%
-
-
PLAYER_BODY_TYPE_257
1
<1%
-
-
PLAYER_BODY_TYPE_255
1
<1%
-
-
PLAYER_BODY_TYPE_354
1
<1%
-
-
PLAYER_BODY_TYPE_271
1
<1%
-
-
PLAYER_BODY_TYPE_363
1
<1%
-
-
PLAYER_BODY_TYPE_252
1
<1%
-
-
PLAYER_BODY_TYPE_284
1
<1%
-
-
PLAYER_BODY_TYPE_254
1
<1%
-
-
PLAYER_BODY_TYPE_267
1
<1%
-
-
PLAYER_BODY_TYPE_282
1
<1%
-
-
PLAYER_BODY_TYPE_353
1
<1%
-
-
PLAYER_BODY_TYPE_308
58
<1%
-
-
(Other)
real_face
MISSING:
---
TOP CATEGORIES

No
16,746
88%
Yes
2,198
12%
ALL
18,944
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
real_face
PROVIDES INFORMATION ON...

international_reputation
0.21
nation_position
0.05
player_tags
0.05
league_name
0.03
skill_moves
0.02
weak_foot
0.01
league_rank
0.01
work_rate
0.00
team_position
0.00
contract_valid_until
0.00
preferred_foot
0.00

THESE FEATURES
GIVE INFORMATION
ON real_face:

league_name
0.29
international_reputation
0.18
skill_moves
0.07
player_tags
0.06
nation_position
0.05
weak_foot
0.02
team_position
0.02
work_rate
0.02
league_rank
0.02
contract_valid_until
0.00
preferred_foot
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
real_face
CORRELATION RATIO WITH...

wage_eur
0.49
value_eur
0.47
release_clause_eur
0.45
overall
0.45
movement_reactions
0.41
potential
0.35
mentality_composure
0.34
sofifa_id
0.28
power_shot_power
0.27
mentality_vision
0.27
attacking_short_passing
0.25
skill_long_passing
0.24
skill_ball_control
0.21
skill_curve
0.21
release_clause_eur
MISSING:
995
(5%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

value_eur
0.99
wage_eur
0.84
overall
0.63
potential
0.59
gk_handling
0.56
movement_reactions
0.56
gk_reflexes
0.55
gk_diving
0.54
gk_positioning
0.51
gk_kicking
0.47
passing
0.46
dribbling
0.45
mentality_composure
0.44
mentality_vision
0.36

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

player_tags
0.63
international_reputation
0.55
league_name
0.50
real_face
0.45
skill_moves
0.38
nation_position
0.38
contract_valid_until
0.23
team_position
0.22
work_rate
0.18
weak_foot
0.18
league_rank
0.15
preferred_foot
0.02
MOST FREQUENT VALUES

1100000.0
607
3.4%
1200000.0
486
2.7%
1300000.0
434
2.4%
1400000.0
392
2.2%
1500000.0
341
1.9%
1000000.0
336
1.9%
1600000.0
334
1.9%
1700000.0
292
1.6%
1800000.0
249
1.4%
1900000.0
235
1.3%
2000000.0
213
1.2%
2300000.0
186
1.0%
2200000.0
159
0.9%
2100000.0
154
0.9%
2400000.0
133
0.7%
SMALLEST VALUES

9000.0
1
<0.1%
12000.0
1
<0.1%
13000.0
1
<0.1%
22000.0
1
<0.1%
25000.0
1
<0.1%
26000.0
1
<0.1%
31000.0
8
<0.1%
32000.0
1
<0.1%
33000.0
1
<0.1%
35000.0
1
<0.1%
36000.0
1
<0.1%
38000.0
1
<0.1%
39000.0
5
<0.1%
41000.0
1
<0.1%
44000.0
2
<0.1%
LARGEST VALUES

203100000.0
1
<0.1%
166500000.0
1
<0.1%
161000000.0
1
<0.1%
159400000.0
1
<0.1%
147700000.0
1
<0.1%
145300000.0
1
<0.1%
144300000.0
2
<0.1%
140200000.0
1
<0.1%
139600000.0
1
<0.1%
138400000.0
1
<0.1%
132100000.0
1
<0.1%
132000000.0
1
<0.1%
124400000.0
1
<0.1%
122500000.0
1
<0.1%
122000000.0
1
<0.1%
player_tags
MISSING:
17,536
(93%)
TOP CATEGORIES

#Strength
459
33%
#Acrobat
223
16%
#Engine
203
14%
#Speedster
158
11%
#Aerial Threat, #Strength
66
5%
#Speedster, #Acrobat
53
4%
#Dribbler
28
2%
#Aerial Threat
25
2%
#Dribbler, #Acrobat
23
2%
#Speedster, #Dribbler, #Acrobat
15
1%
#Tactician
13
<1%
#Crosser
11
<1%
#FK Specialist
10
<1%
#Tackling, #Tactician
9
<1%
#Poacher
8
<1%
#Playmaker
8
<1%
#Speedster, #Engine
8
<1%
(Other)
88
6%
ALL
1,408
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
player_tags
PROVIDES INFORMATION ON...

international_reputation
0.12
nation_position
0.08
real_face
0.06
skill_moves
0.05
work_rate
0.04
team_position
0.03
weak_foot
0.01
league_name
0.01
contract_valid_until
0.01
league_rank
0.01
preferred_foot
0.00

THESE FEATURES
GIVE INFORMATION
ON player_tags:

work_rate
0.14
team_position
0.14
skill_moves
0.12
league_name
0.09
international_reputation
0.08
nation_position
0.06
real_face
0.05
weak_foot
0.03
contract_valid_until
0.03
league_rank
0.01
preferred_foot
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
player_tags
CORRELATION RATIO WITH...

value_eur
0.64
wage_eur
0.64
release_clause_eur
0.63
power_strength
0.38
weight_kg
0.35
movement_agility
0.34
overall
0.33
movement_balance
0.33
height_cm
0.32
movement_acceleration
0.31
movement_reactions
0.29
mentality_composure
0.28
movement_sprint_speed
0.28
potential
0.27
team_position
MISSING:
225
(1%)
TOP CATEGORIES

SUB
8,065
43%
RES
3,163
17%
GK
681
4%
LCB
681
4%
RCB
681
4%
LB
553
3%
RB
553
3%
ST
452
2%
LCM
425
2%
RCM
425
2%
RM
420
2%
LM
420
2%
CAM
286
2%
LDM
248
1%
RDM
248
1%
RS
224
1%
LS
224
1%
(Other)
970
5%
ALL
18,719
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
team_position
PROVIDES INFORMATION ON...

nation_position
0.22
skill_moves
0.19
player_tags
0.14
preferred_foot
0.10
league_rank
0.08
work_rate
0.08
contract_valid_until
0.05
international_reputation
0.04
weak_foot
0.03
league_name
0.03
real_face
0.02

THESE FEATURES
GIVE INFORMATION
ON team_position:

skill_moves
0.09
work_rate
0.05
league_name
0.05
nation_position
0.03
contract_valid_until
0.03
league_rank
0.03
player_tags
0.03
preferred_foot
0.02
weak_foot
0.01
international_reputation
0.01
real_face
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_position
CORRELATION RATIO WITH...

gk_positioning
0.63
gk_reflexes
0.62
goalkeeping_positioning
0.62
gk_diving
0.62
gk_handling
0.62
goalkeeping_reflexes
0.62
gk_speed
0.62
goalkeeping_diving
0.62
gk_kicking
0.61
goalkeeping_handling
0.61
goalkeeping_kicking
0.61
defending
0.60
physic
0.60
passing
0.59
team_jersey_number
MISSING:
225
(1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

gk_positioning
-0.23
gk_kicking
-0.23
age
-0.22
gk_handling
-0.21
physic
-0.20
gk_diving
-0.20
overall
-0.19
gk_reflexes
-0.19
sofifa_id
0.19
movement_reactions
-0.17
gk_speed
-0.16
power_strength
-0.16
defending
-0.14
mentality_composure
-0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_position
0.31
league_name
0.29
league_rank
0.16
contract_valid_until
0.15
nation_position
0.11
work_rate
0.07
player_tags
0.07
real_face
0.07
international_reputation
0.05
skill_moves
0.04
weak_foot
0.04
preferred_foot
0.01
MOST FREQUENT VALUES

7.0
603
3.2%
11.0
601
3.2%
8.0
600
3.2%
1.0
591
3.2%
10.0
589
3.1%
5.0
587
3.1%
9.0
585
3.1%
6.0
584
3.1%
4.0
575
3.1%
17.0
557
3.0%
20.0
548
2.9%
14.0
548
2.9%
19.0
544
2.9%
3.0
543
2.9%
22.0
542
2.9%
SMALLEST VALUES

1.0
591
3.2%
2.0
495
2.6%
3.0
543
2.9%
4.0
575
3.1%
5.0
587
3.1%
6.0
584
3.1%
7.0
603
3.2%
8.0
600
3.2%
9.0
585
3.1%
10.0
589
3.1%
11.0
601
3.2%
12.0
348
1.9%
13.0
410
2.2%
14.0
548
2.9%
15.0
494
2.6%
LARGEST VALUES

99.0
77
0.4%
98.0
27
0.1%
97.0
21
0.1%
96.0
20
0.1%
95.0
13
<0.1%
94.0
17
<0.1%
93.0
13
<0.1%
92.0
26
0.1%
91.0
17
<0.1%
90.0
32
0.2%
89.0
20
0.1%
88.0
35
0.2%
87.0
17
<0.1%
86.0
5
<0.1%
85.0
3
<0.1%
loaned_from
MISSING:
18,186
(96%)
12
2%
-
-
Manchester City
12
2%
-
-
LOSC Lille
12
2%
-
-
Chelsea
11
1%
-
-
Real Madrid
11
1%
-
-
Villarreal CF
11
1%
-
-
Brighton & Hove Albion
10
1%
-
-
SV Werder Bremen
9
1%
-
-
Guangzhou Evergrande Taobao FC
9
1%
-
-
Guadalajara
9
1%
-
-
Wolverhampton Wanderers
8
1%
-
-
Celtic
8
1%
-
-
Norwich City
8
1%
-
-
1. FC Köln
8
1%
-
-
Arsenal
8
1%
-
-
Bristol City
7
<1%
-
-
Sheffield United
7
<1%
-
-
SL Benfica
7
<1%
-
-
SC Braga
7
<1%
-
-
Jeonbuk Hyundai Motors
7
<1%
-
-
RSC Anderlecht
7
<1%
-
-
Newcastle United
7
<1%
-
-
Fiorentina
7
<1%
-
-
Boca Juniors
6
<1%
-
-
Racing Club
6
<1%
-
-
Ajax
6
<1%
-
-
Pohang Steelers
6
<1%
-
-
Real Valladolid CF
6
<1%
-
-
Fulham
6
<1%
-
-
CFR Cluj
5
<1%
-
-
Rangers FC
5
<1%
-
-
Watford
5
<1%
-
-
Deportivo Toluca
5
<1%
-
-
Inter
5
<1%
-
-
Ulsan Hyundai FC
5
<1%
-
-
U.N.A.M.
5
<1%
-
-
Tottenham Hotspur
5
<1%
-
-
Club Atlas
5
<1%
-
-
Blackpool
5
<1%
-
-
Borussia Dortmund
5
<1%
-
-
FC Red Bull Salzburg
5
<1%
-
-
Atlético Madrid
5
<1%
-
-
West Bromwich Albion
5
<1%
-
-
Stoke City
5
<1%
-
-
Leeds United
5
<1%
-
-
RB Leipzig
5
<1%
-
-
Manchester United
4
<1%
-
-
SC Freiburg
4
<1%
-
-
FC Augsburg
4
<1%
-
-
Liverpool
4
<1%
-
-
Derby County
4
<1%
-
-
Tigres U.A.N.L.
4
<1%
-
-
River Plate
4
<1%
-
-
Club León
4
<1%
-
-
Club Brugge KV
4
<1%
-
-
AS Monaco
4
<1%
-
-
Brentford
4
<1%
-
-
Kashiwa Reysol
4
<1%
-
-
Shanghai Greenland Shenhua FC
4
<1%
-
-
Sporting CP
4
<1%
-
-
RCD Mallorca
379
50%
-
-
(Other)
joined
MISSING:
983
(5%)
1,315
7%
-
-
2019-07-01
829
5%
-
-
2018-07-01
672
4%
-
-
2019-01-01
496
3%
-
-
2017-07-01
441
2%
-
-
2020-01-01
413
2%
-
-
2020-07-01
283
2%
-
-
2016-07-01
210
1%
-
-
2018-01-01
184
1%
-
-
2015-07-01
127
<1%
-
-
2020-08-01
116
<1%
-
-
2020-01-31
114
<1%
-
-
2014-07-01
103
<1%
-
-
2016-01-01
102
<1%
-
-
2019-07-03
100
<1%
-
-
2020-09-01
100
<1%
-
-
2017-01-01
99
<1%
-
-
2020-02-01
94
<1%
-
-
2020-01-08
89
<1%
-
-
2019-07-24
79
<1%
-
-
2020-08-03
79
<1%
-
-
2019-09-02
75
<1%
-
-
2019-01-31
73
<1%
-
-
2020-08-12
72
<1%
-
-
2018-07-02
72
<1%
-
-
2020-08-04
71
<1%
-
-
2013-07-01
69
<1%
-
-
2020-01-04
62
<1%
-
-
2019-08-01
59
<1%
-
-
2020-01-09
59
<1%
-
-
2020-01-07
58
<1%
-
-
2019-07-08
57
<1%
-
-
2020-09-04
57
<1%
-
-
2020-01-10
56
<1%
-
-
2020-08-14
55
<1%
-
-
2019-07-04
55
<1%
-
-
2020-08-06
55
<1%
-
-
2019-02-01
54
<1%
-
-
2019-07-05
54
<1%
-
-
2020-07-07
53
<1%
-
-
2020-09-10
53
<1%
-
-
2020-08-17
52
<1%
-
-
2019-07-09
51
<1%
-
-
2015-01-01
51
<1%
-
-
2020-07-15
51
<1%
-
-
2020-08-13
50
<1%
-
-
2020-09-07
49
<1%
-
-
2014-01-01
48
<1%
-
-
2020-01-13
48
<1%
-
-
2019-07-02
48
<1%
-
-
2019-07-23
48
<1%
-
-
2019-07-11
47
<1%
-
-
2019-07-18
47
<1%
-
-
2020-08-28
47
<1%
-
-
2020-01-21
47
<1%
-
-
2012-07-01
47
<1%
-
-
2020-08-11
46
<1%
-
-
2020-07-31
46
<1%
-
-
2020-01-15
46
<1%
-
-
2020-09-11
46
<1%
-
-
2019-08-08
9,782
54%
-
-
(Other)
contract_valid_until
MISSING:
225
(1%)
TOP CATEGORIES

2021.0
6,808
36%
2022.0
4,341
23%
2023.0
3,393
18%
2024.0
2,173
12%
2020.0
1,453
8%
2025.0
544
3%
2026.0
5
<1%
2028.0
1
<1%
2027.0
1
<1%
ALL
18,719
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
contract_valid_until
PROVIDES INFORMATION ON...

league_rank
0.15
nation_position
0.13
league_name
0.09
team_position
0.03
player_tags
0.03
international_reputation
0.01
real_face
0.00
skill_moves
0.00
weak_foot
0.00
work_rate
0.00
preferred_foot
0.00

THESE FEATURES
GIVE INFORMATION
ON contract_valid_until:

league_name
0.20
league_rank
0.07
team_position
0.05
nation_position
0.03
player_tags
0.01
skill_moves
0.00
work_rate
0.00
weak_foot
0.00
international_reputation
0.00
real_face
0.00
preferred_foot
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
contract_valid_until
CORRELATION RATIO WITH...

nation_jersey_number
0.41
potential
0.29
age
0.24
release_clause_eur
0.23
value_eur
0.21
sofifa_id
0.21
overall
0.19
movement_reactions
0.16
wage_eur
0.15
team_jersey_number
0.15
mentality_composure
0.12
power_shot_power
0.11
attacking_short_passing
0.10
skill_ball_control
0.10
nation_position
MISSING:
17,817
(94%)
TOP CATEGORIES

SUB
588
52%
GK
49
4%
LCB
49
4%
RCB
49
4%
RB
46
4%
LB
46
4%
ST
39
3%
RCM
37
3%
LCM
37
3%
RM
27
2%
LM
27
2%
CAM
19
2%
RW
19
2%
LW
19
2%
CDM
17
2%
LDM
12
1%
RDM
12
1%
(Other)
35
3%
ALL
1,127
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
nation_position
PROVIDES INFORMATION ON...

player_tags
0.06
international_reputation
0.06
league_rank
0.05
real_face
0.05
team_position
0.03
contract_valid_until
0.03
skill_moves
0.02
league_name
0.02
work_rate
0.01
weak_foot
0.01
preferred_foot
0.01

THESE FEATURES
GIVE INFORMATION
ON nation_position:

team_position
0.22
league_name
0.22
contract_valid_until
0.13
league_rank
0.12
player_tags
0.08
skill_moves
0.07
international_reputation
0.05
work_rate
0.05
real_face
0.05
weak_foot
0.02
preferred_foot
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
nation_position
CORRELATION RATIO WITH...

nation_jersey_number
0.89
value_eur
0.39
release_clause_eur
0.38
wage_eur
0.36
overall
0.31
movement_reactions
0.27
potential
0.23
mentality_composure
0.22
mentality_vision
0.20
goalkeeping_positioning
0.20
goalkeeping_reflexes
0.19
goalkeeping_diving
0.19
gk_speed
0.19
gk_positioning
0.19
nation_jersey_number
MISSING:
17,817
(94%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

defending
-0.25
shooting
0.21
gk_diving
-0.21
gk_reflexes
-0.20
gk_handling
-0.19
gk_positioning
-0.18
gk_kicking
-0.16
defending_sliding_tackle
-0.16
dribbling
0.16
attacking_finishing
0.16
defending_standing_tackle
-0.15
physic
-0.15
mentality_interceptions
-0.15
power_long_shots
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

nation_position
0.89
league_name
0.44
team_position
0.42
contract_valid_until
0.41
league_rank
0.40
player_tags
0.20
real_face
0.17
international_reputation
0.17
skill_moves
0.13
weak_foot
0.09
work_rate
0.09
preferred_foot
0.01
MOST FREQUENT VALUES

10.0
49
4.3%
11.0
49
4.3%
23.0
49
4.3%
12.0
49
4.3%
19.0
49
4.3%
18.0
49
4.3%
17.0
49
4.3%
5.0
49
4.3%
3.0
49
4.3%
16.0
49
4.3%
7.0
49
4.3%
2.0
49
4.3%
8.0
49
4.3%
21.0
49
4.3%
6.0
49
4.3%
SMALLEST VALUES

1.0
49
4.3%
2.0
49
4.3%
3.0
49
4.3%
4.0
49
4.3%
5.0
49
4.3%
6.0
49
4.3%
7.0
49
4.3%
8.0
49
4.3%
9.0
49
4.3%
10.0
49
4.3%
11.0
49
4.3%
12.0
49
4.3%
13.0
48
4.3%
14.0
48
4.3%
15.0
49
4.3%
LARGEST VALUES

27.0
2
0.2%
26.0
1
<0.1%
23.0
49
4.3%
22.0
49
4.3%
21.0
49
4.3%
20.0
48
4.3%
19.0
49
4.3%
18.0
49
4.3%
17.0
49
4.3%
16.0
49
4.3%
15.0
49
4.3%
14.0
48
4.3%
13.0
48
4.3%
12.0
49
4.3%
11.0
49
4.3%
pace
MISSING:
2,083
(11%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

movement_sprint_speed
0.97
movement_acceleration
0.96
movement_agility
0.71
dribbling
0.54
movement_balance
0.54
skill_dribbling
0.53
mentality_positioning
0.44
attacking_crossing
0.44
height_cm
-0.41
attacking_finishing
0.37
weight_kg
-0.37
skill_curve
0.36
skill_ball_control
0.35
shooting
0.35

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.92
team_position
0.56
work_rate
0.39
weak_foot
0.29
player_tags
0.21
nation_position
0.16
preferred_foot
0.13
contract_valid_until
0.07
league_name
0.06
real_face
0.04
league_rank
0.01
international_reputation
0.01
MOST FREQUENT VALUES

67.0
715
4.2%
66.0
714
4.2%
68.0
711
4.2%
69.0
671
4.0%
71.0
667
4.0%
65.0
656
3.9%
70.0
628
3.7%
73.0
616
3.7%
64.0
610
3.6%
72.0
592
3.5%
75.0
580
3.4%
74.0
562
3.3%
63.0
541
3.2%
76.0
532
3.2%
77.0
496
2.9%
SMALLEST VALUES

25.0
1
<0.1%
28.0
2
<0.1%
29.0
2
<0.1%
30.0
23
0.1%
31.0
20
0.1%
32.0
29
0.2%
33.0
41
0.2%
34.0
48
0.3%
35.0
24
0.1%
36.0
32
0.2%
37.0
32
0.2%
38.0
37
0.2%
39.0
42
0.2%
40.0
36
0.2%
41.0
48
0.3%
LARGEST VALUES

96.0
3
<0.1%
95.0
3
<0.1%
94.0
20
0.1%
93.0
39
0.2%
92.0
46
0.3%
91.0
64
0.4%
90.0
83
0.5%
89.0
83
0.5%
88.0
114
0.7%
87.0
119
0.7%
86.0
151
0.9%
85.0
162
1.0%
84.0
176
1.0%
83.0
195
1.2%
82.0
279
1.7%
shooting
MISSING:
2,083
(11%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

attacking_finishing
0.96
power_long_shots
0.93
attacking_volleys
0.88
mentality_positioning
0.86
power_shot_power
0.86
mentality_penalties
0.80
dribbling
0.77
skill_dribbling
0.76
mentality_vision
0.75
skill_ball_control
0.72
skill_curve
0.72
passing
0.65
skill_fk_accuracy
0.65
mentality_composure
0.55

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.87
team_position
0.58
work_rate
0.44
weak_foot
0.38
player_tags
0.21
nation_position
0.18
international_reputation
0.17
real_face
0.16
league_name
0.16
contract_valid_until
0.07
preferred_foot
0.07
league_rank
0.06
MOST FREQUENT VALUES

58.0
525
3.1%
61.0
520
3.1%
60.0
507
3.0%
62.0
486
2.9%
57.0
483
2.9%
63.0
483
2.9%
59.0
477
2.8%
64.0
460
2.7%
65.0
454
2.7%
55.0
446
2.6%
56.0
431
2.6%
54.0
424
2.5%
53.0
401
2.4%
67.0
400
2.4%
51.0
397
2.4%
SMALLEST VALUES

16.0
1
<0.1%
17.0
2
<0.1%
18.0
3
<0.1%
19.0
3
<0.1%
20.0
8
<0.1%
21.0
13
<0.1%
22.0
47
0.3%
23.0
82
0.5%
24.0
114
0.7%
25.0
145
0.9%
26.0
200
1.2%
27.0
207
1.2%
28.0
196
1.2%
29.0
223
1.3%
30.0
240
1.4%
LARGEST VALUES

93.0
1
<0.1%
92.0
1
<0.1%
91.0
2
<0.1%
90.0
2
<0.1%
88.0
2
<0.1%
87.0
1
<0.1%
86.0
8
<0.1%
85.0
13
<0.1%
84.0
6
<0.1%
83.0
13
<0.1%
82.0
24
0.1%
81.0
28
0.2%
80.0
39
0.2%
79.0
52
0.3%
78.0
62
0.4%
passing
MISSING:
2,083
(11%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

attacking_short_passing
0.90
mentality_vision
0.88
skill_long_passing
0.85
skill_ball_control
0.85
dribbling
0.83
attacking_crossing
0.83
skill_curve
0.80
skill_dribbling
0.78
skill_fk_accuracy
0.75
overall
0.71
power_long_shots
0.71
mentality_composure
0.71
mentality_positioning
0.67
shooting
0.65

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.92
team_position
0.59
work_rate
0.38
weak_foot
0.34
player_tags
0.19
nation_position
0.19
real_face
0.18
league_name
0.18
international_reputation
0.17
preferred_foot
0.13
league_rank
0.08
contract_valid_until
0.08
MOST FREQUENT VALUES

60.0
704
4.2%
61.0
690
4.1%
57.0
689
4.1%
62.0
679
4.0%
59.0
670
4.0%
58.0
661
3.9%
56.0
616
3.7%
54.0
603
3.6%
63.0
598
3.5%
55.0
591
3.5%
64.0
555
3.3%
53.0
526
3.1%
65.0
516
3.1%
52.0
493
2.9%
66.0
489
2.9%
SMALLEST VALUES

25.0
5
<0.1%
26.0
6
<0.1%
27.0
12
<0.1%
28.0
15
<0.1%
29.0
29
0.2%
30.0
29
0.2%
31.0
36
0.2%
32.0
41
0.2%
33.0
70
0.4%
34.0
74
0.4%
35.0
89
0.5%
36.0
75
0.4%
37.0
116
0.7%
38.0
151
0.9%
39.0
152
0.9%
LARGEST VALUES

93.0
1
<0.1%
91.0
2
<0.1%
90.0
1
<0.1%
89.0
1
<0.1%
88.0
3
<0.1%
87.0
4
<0.1%
86.0
5
<0.1%
85.0
9
<0.1%
84.0
17
0.1%
83.0
11
<0.1%
82.0
25
0.1%
81.0
39
0.2%
80.0
46
0.3%
79.0
54
0.3%
78.0
89
0.5%
dribbling
MISSING:
2,083
(11%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

skill_dribbling
0.98
skill_ball_control
0.91
passing
0.83
mentality_vision
0.81
mentality_positioning
0.80
skill_curve
0.77
shooting
0.77
power_long_shots
0.75
attacking_crossing
0.75
movement_agility
0.73
attacking_finishing
0.71
attacking_short_passing
0.71
attacking_volleys
0.69
power_shot_power
0.66

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.95
team_position
0.58
work_rate
0.41
weak_foot
0.35
player_tags
0.20
nation_position
0.18
league_name
0.16
real_face
0.15
international_reputation
0.13
preferred_foot
0.12
contract_valid_until
0.08
league_rank
0.06
MOST FREQUENT VALUES

63.0
803
4.8%
65.0
797
4.7%
64.0
787
4.7%
66.0
777
4.6%
68.0
737
4.4%
62.0
733
4.3%
67.0
705
4.2%
69.0
646
3.8%
61.0
631
3.7%
60.0
603
3.6%
70.0
593
3.5%
59.0
568
3.4%
58.0
563
3.3%
71.0
556
3.3%
72.0
452
2.7%
SMALLEST VALUES

25.0
1
<0.1%
27.0
3
<0.1%
28.0
1
<0.1%
29.0
5
<0.1%
30.0
19
0.1%
31.0
19
0.1%
32.0
30
0.2%
33.0
37
0.2%
34.0
30
0.2%
35.0
36
0.2%
36.0
65
0.4%
37.0
65
0.4%
38.0
79
0.5%
39.0
96
0.6%
40.0
77
0.5%
LARGEST VALUES

95.0
1
<0.1%
94.0
1
<0.1%
92.0
3
<0.1%
91.0
4
<0.1%
90.0
8
<0.1%
89.0
3
<0.1%
88.0
12
<0.1%
87.0
21
0.1%
86.0
21
0.1%
85.0
29
0.2%
84.0
39
0.2%
83.0
55
0.3%
82.0
66
0.4%
81.0
91
0.5%
80.0
112
0.7%
defending
MISSING:
2,083
(11%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

defending_standing_tackle
0.98
mentality_interceptions
0.96
defending_sliding_tackle
0.96
mentality_aggression
0.67
physic
0.55
attacking_finishing
-0.51
skill_long_passing
0.42
shooting
-0.40
attacking_volleys
-0.37
mentality_penalties
-0.37
power_stamina
0.37
power_strength
0.36
overall
0.36
attacking_heading_accuracy
0.35

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.73
team_position
0.60
work_rate
0.41
nation_position
0.19
player_tags
0.16
weak_foot
0.15
league_name
0.13
real_face
0.13
preferred_foot
0.12
international_reputation
0.11
contract_valid_until
0.05
league_rank
0.05
MOST FREQUENT VALUES

63.0
605
3.6%
62.0
570
3.4%
61.0
549
3.3%
60.0
538
3.2%
64.0
508
3.0%
66.0
498
3.0%
65.0
497
2.9%
59.0
475
2.8%
58.0
440
2.6%
67.0
402
2.4%
57.0
388
2.3%
68.0
381
2.3%
69.0
376
2.2%
56.0
372
2.2%
70.0
344
2.0%
SMALLEST VALUES

15.0
5
<0.1%
16.0
16
<0.1%
17.0
34
0.2%
18.0
88
0.5%
19.0
96
0.6%
20.0
120
0.7%
21.0
134
0.8%
22.0
166
1.0%
23.0
214
1.3%
24.0
226
1.3%
25.0
225
1.3%
26.0
253
1.5%
27.0
270
1.6%
28.0
263
1.6%
29.0
300
1.8%
LARGEST VALUES

91.0
1
<0.1%
90.0
1
<0.1%
89.0
2
<0.1%
88.0
2
<0.1%
87.0
8
<0.1%
86.0
9
<0.1%
85.0
12
<0.1%
84.0
9
<0.1%
83.0
13
<0.1%
82.0
31
0.2%
81.0
30
0.2%
80.0
42
0.2%
79.0
65
0.4%
78.0
81
0.5%
77.0
108
0.6%
physic
MISSING:
2,083
(11%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

power_strength
0.89
mentality_aggression
0.77
attacking_heading_accuracy
0.64
power_stamina
0.60
weight_kg
0.58
defending
0.55
overall
0.53
mentality_interceptions
0.53
height_cm
0.49
movement_reactions
0.49
defending_standing_tackle
0.49
power_jumping
0.47
defending_sliding_tackle
0.45
age
0.44

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.91
team_position
0.60
work_rate
0.39
weak_foot
0.25
player_tags
0.20
nation_position
0.17
real_face
0.10
preferred_foot
0.08
international_reputation
0.08
league_name
0.07
contract_valid_until
0.05
league_rank
0.01
MOST FREQUENT VALUES

67.0
740
4.4%
66.0
725
4.3%
69.0
715
4.2%
70.0
699
4.1%
68.0
690
4.1%
71.0
664
3.9%
65.0
645
3.8%
63.0
615
3.6%
72.0
605
3.6%
64.0
583
3.5%
74.0
579
3.4%
61.0
572
3.4%
62.0
572
3.4%
75.0
542
3.2%
73.0
540
3.2%
SMALLEST VALUES

28.0
2
<0.1%
29.0
2
<0.1%
31.0
2
<0.1%
32.0
2
<0.1%
33.0
5
<0.1%
34.0
10
<0.1%
35.0
10
<0.1%
36.0
17
0.1%
37.0
24
0.1%
38.0
38
0.2%
39.0
43
0.3%
40.0
67
0.4%
41.0
51
0.3%
42.0
89
0.5%
43.0
91
0.5%
LARGEST VALUES

91.0
2
<0.1%
90.0
1
<0.1%
89.0
3
<0.1%
88.0
2
<0.1%
87.0
13
<0.1%
86.0
20
0.1%
85.0
38
0.2%
84.0
54
0.3%
83.0
79
0.5%
82.0
102
0.6%
81.0
153
0.9%
80.0
182
1.1%
79.0
240
1.4%
78.0
303
1.8%
77.0
376
2.2%
gk_diving
MISSING:
16,861
(89%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

goalkeeping_diving
1.00
overall
0.95
gk_reflexes
0.92
goalkeeping_reflexes
0.92
gk_positioning
0.86
goalkeeping_positioning
0.86
gk_handling
0.85
goalkeeping_handling
0.85
movement_reactions
0.78
gk_kicking
0.75
goalkeeping_kicking
0.75
power_shot_power
0.75
potential
0.68
value_eur
0.56

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.99
team_position
0.62
work_rate
0.33
weak_foot
0.26
nation_position
0.19
preferred_foot
0.11
player_tags
0.10
league_name
0.03
contract_valid_until
0.03
league_rank
0.02
real_face
0.01
international_reputation
0.01
MOST FREQUENT VALUES

66.0
116
5.6%
64.0
114
5.5%
65.0
112
5.4%
63.0
106
5.1%
67.0
101
4.8%
68.0
100
4.8%
62.0
97
4.7%
70.0
92
4.4%
60.0
87
4.2%
61.0
81
3.9%
59.0
80
3.8%
69.0
79
3.8%
71.0
78
3.7%
58.0
73
3.5%
57.0
72
3.5%
SMALLEST VALUES

45.0
2
<0.1%
46.0
4
0.2%
47.0
9
0.4%
48.0
9
0.4%
49.0
9
0.4%
50.0
12
0.6%
51.0
16
0.8%
52.0
21
1.0%
53.0
33
1.6%
54.0
40
1.9%
55.0
56
2.7%
56.0
70
3.4%
57.0
72
3.5%
58.0
73
3.5%
59.0
80
3.8%
LARGEST VALUES

90.0
1
<0.1%
89.0
2
<0.1%
88.0
3
0.1%
87.0
2
<0.1%
86.0
4
0.2%
85.0
6
0.3%
84.0
12
0.6%
83.0
3
0.1%
82.0
15
0.7%
81.0
17
0.8%
80.0
18
0.9%
79.0
25
1.2%
78.0
26
1.2%
77.0
37
1.8%
76.0
34
1.6%
gk_handling
MISSING:
16,861
(89%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

goalkeeping_handling
1.00
overall
0.93
gk_positioning
0.88
goalkeeping_positioning
0.88
gk_diving
0.85
goalkeeping_diving
0.85
gk_reflexes
0.83
goalkeeping_reflexes
0.83
gk_kicking
0.77
goalkeeping_kicking
0.77
power_shot_power
0.76
movement_reactions
0.75
potential
0.65
value_eur
0.56

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.99
team_position
0.62
work_rate
0.33
weak_foot
0.26
nation_position
0.19
preferred_foot
0.11
player_tags
0.10
league_name
0.03
contract_valid_until
0.03
league_rank
0.02
real_face
0.01
international_reputation
0.01
MOST FREQUENT VALUES

62.0
126
6.0%
63.0
119
5.7%
60.0
118
5.7%
64.0
114
5.5%
65.0
113
5.4%
59.0
108
5.2%
58.0
94
4.5%
61.0
93
4.5%
66.0
92
4.4%
67.0
90
4.3%
68.0
85
4.1%
56.0
83
4.0%
57.0
77
3.7%
69.0
71
3.4%
70.0
68
3.3%
SMALLEST VALUES

43.0
1
<0.1%
45.0
3
0.1%
46.0
8
0.4%
47.0
10
0.5%
48.0
16
0.8%
49.0
12
0.6%
50.0
22
1.1%
51.0
32
1.5%
52.0
61
2.9%
53.0
47
2.3%
54.0
47
2.3%
55.0
68
3.3%
56.0
83
4.0%
57.0
77
3.7%
58.0
94
4.5%
LARGEST VALUES

92.0
1
<0.1%
89.0
1
<0.1%
88.0
1
<0.1%
87.0
1
<0.1%
86.0
1
<0.1%
85.0
3
0.1%
84.0
1
<0.1%
83.0
2
<0.1%
82.0
10
0.5%
81.0
8
0.4%
80.0
14
0.7%
79.0
9
0.4%
78.0
15
0.7%
77.0
19
0.9%
76.0
27
1.3%
gk_kicking
MISSING:
16,861
(89%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

goalkeeping_kicking
1.00
power_shot_power
1.00
overall
0.81
gk_handling
0.77
goalkeeping_handling
0.77
gk_positioning
0.76
goalkeeping_positioning
0.76
gk_diving
0.75
goalkeeping_diving
0.75
gk_reflexes
0.74
goalkeeping_reflexes
0.74
movement_reactions
0.66
potential
0.57
mentality_composure
0.48

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.99
team_position
0.61
work_rate
0.33
weak_foot
0.26
nation_position
0.19
preferred_foot
0.11
player_tags
0.10
league_name
0.03
contract_valid_until
0.03
league_rank
0.02
real_face
0.01
international_reputation
0.01
MOST FREQUENT VALUES

60.0
138
6.6%
58.0
127
6.1%
62.0
123
5.9%
61.0
110
5.3%
59.0
109
5.2%
63.0
107
5.1%
64.0
100
4.8%
65.0
99
4.8%
66.0
93
4.5%
56.0
82
3.9%
55.0
80
3.8%
68.0
77
3.7%
57.0
71
3.4%
67.0
66
3.2%
54.0
61
2.9%
SMALLEST VALUES

35.0
1
<0.1%
38.0
1
<0.1%
40.0
1
<0.1%
42.0
5
0.2%
43.0
2
<0.1%
44.0
5
0.2%
45.0
7
0.3%
46.0
14
0.7%
47.0
16
0.8%
48.0
18
0.9%
49.0
29
1.4%
50.0
33
1.6%
51.0
41
2.0%
52.0
53
2.5%
53.0
51
2.4%
LARGEST VALUES

93.0
1
<0.1%
91.0
1
<0.1%
90.0
1
<0.1%
88.0
1
<0.1%
87.0
2
<0.1%
85.0
3
0.1%
84.0
3
0.1%
83.0
4
0.2%
82.0
4
0.2%
81.0
5
0.2%
80.0
6
0.3%
79.0
8
0.4%
78.0
13
0.6%
77.0
19
0.9%
76.0
18
0.9%
gk_reflexes
MISSING:
16,861
(89%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

goalkeeping_reflexes
1.00
overall
0.95
gk_diving
0.92
goalkeeping_diving
0.92
gk_positioning
0.86
goalkeeping_positioning
0.86
gk_handling
0.83
goalkeeping_handling
0.83
movement_reactions
0.78
gk_kicking
0.74
goalkeeping_kicking
0.74
power_shot_power
0.74
potential
0.70
value_eur
0.56

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.99
team_position
0.62
work_rate
0.33
weak_foot
0.26
nation_position
0.19
preferred_foot
0.11
player_tags
0.10
league_name
0.03
contract_valid_until
0.03
league_rank
0.02
real_face
0.01
international_reputation
0.01
MOST FREQUENT VALUES

64.0
113
5.4%
63.0
102
4.9%
68.0
102
4.9%
69.0
100
4.8%
62.0
99
4.8%
67.0
98
4.7%
66.0
97
4.7%
65.0
85
4.1%
70.0
82
3.9%
71.0
77
3.7%
58.0
77
3.7%
73.0
76
3.6%
60.0
76
3.6%
61.0
67
3.2%
75.0
67
3.2%
SMALLEST VALUES

44.0
1
<0.1%
45.0
2
<0.1%
46.0
6
0.3%
47.0
3
0.1%
48.0
4
0.2%
49.0
2
<0.1%
50.0
17
0.8%
51.0
20
1.0%
52.0
17
0.8%
53.0
35
1.7%
54.0
41
2.0%
55.0
44
2.1%
56.0
64
3.1%
57.0
65
3.1%
58.0
77
3.7%
LARGEST VALUES

90.0
4
0.2%
89.0
6
0.3%
88.0
7
0.3%
87.0
3
0.1%
86.0
9
0.4%
85.0
5
0.2%
84.0
14
0.7%
83.0
12
0.6%
82.0
16
0.8%
81.0
14
0.7%
80.0
26
1.2%
79.0
35
1.7%
78.0
33
1.6%
77.0
36
1.7%
76.0
33
1.6%
gk_speed
MISSING:
16,861
(89%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

movement_sprint_speed
0.96
movement_acceleration
0.95
movement_agility
0.61
power_stamina
0.54
mentality_interceptions
0.53
mentality_positioning
0.52
power_long_shots
0.52
attacking_finishing
0.51
movement_reactions
0.51
overall
0.50
power_jumping
0.50
gk_reflexes
0.48
goalkeeping_reflexes
0.48
attacking_volleys
0.48

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.96
team_position
0.62
work_rate
0.32
weak_foot
0.25
nation_position
0.19
preferred_foot
0.10
player_tags
0.10
league_name
0.03
contract_valid_until
0.03
league_rank
0.02
international_reputation
0.01
real_face
0.01
MOST FREQUENT VALUES

45.0
86
4.1%
43.0
83
4.0%
44.0
76
3.6%
31.0
74
3.6%
46.0
72
3.5%
29.0
71
3.4%
42.0
70
3.4%
26.0
70
3.4%
27.0
69
3.3%
48.0
62
3.0%
41.0
62
3.0%
39.0
61
2.9%
25.0
60
2.9%
32.0
59
2.8%
24.0
59
2.8%
SMALLEST VALUES

12.0
1
<0.1%
15.0
3
0.1%
16.0
10
0.5%
17.0
14
0.7%
18.0
22
1.1%
19.0
17
0.8%
20.0
28
1.3%
21.0
31
1.5%
22.0
48
2.3%
23.0
55
2.6%
24.0
59
2.8%
25.0
60
2.9%
26.0
70
3.4%
27.0
69
3.3%
28.0
45
2.2%
LARGEST VALUES

65.0
2
<0.1%
64.0
2
<0.1%
63.0
7
0.3%
62.0
1
<0.1%
61.0
3
0.1%
60.0
14
0.7%
59.0
9
0.4%
58.0
13
0.6%
57.0
18
0.9%
56.0
22
1.1%
55.0
28
1.3%
54.0
19
0.9%
53.0
21
1.0%
52.0
37
1.8%
51.0
27
1.3%
gk_positioning
MISSING:
16,861
(89%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

goalkeeping_positioning
1.00
overall
0.95
gk_handling
0.88
goalkeeping_handling
0.88
gk_diving
0.86
goalkeeping_diving
0.86
gk_reflexes
0.86
goalkeeping_reflexes
0.86
movement_reactions
0.78
gk_kicking
0.76
goalkeeping_kicking
0.76
power_shot_power
0.76
potential
0.61
age
0.56

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.99
team_position
0.63
work_rate
0.33
weak_foot
0.26
nation_position
0.19
preferred_foot
0.11
player_tags
0.10
league_name
0.03
contract_valid_until
0.03
league_rank
0.02
real_face
0.01
international_reputation
0.01
MOST FREQUENT VALUES

66.0
109
5.2%
65.0
107
5.1%
62.0
103
4.9%
64.0
101
4.8%
60.0
92
4.4%
61.0
91
4.4%
63.0
90
4.3%
67.0
79
3.8%
58.0
78
3.7%
68.0
74
3.6%
59.0
72
3.5%
69.0
72
3.5%
57.0
68
3.3%
70.0
67
3.2%
55.0
65
3.1%
SMALLEST VALUES

38.0
1
<0.1%
40.0
1
<0.1%
41.0
4
0.2%
42.0
6
0.3%
43.0
4
0.2%
44.0
7
0.3%
45.0
12
0.6%
46.0
7
0.3%
47.0
15
0.7%
48.0
26
1.2%
49.0
29
1.4%
50.0
34
1.6%
51.0
43
2.1%
52.0
53
2.5%
53.0
53
2.5%
LARGEST VALUES

91.0
2
<0.1%
90.0
1
<0.1%
89.0
1
<0.1%
88.0
1
<0.1%
87.0
2
<0.1%
86.0
2
<0.1%
85.0
1
<0.1%
84.0
5
0.2%
83.0
8
0.4%
82.0
13
0.6%
81.0
13
0.6%
80.0
13
0.6%
79.0
24
1.2%
78.0
12
0.6%
77.0
29
1.4%
player_traits
MISSING:
10,629
(56%)
627
8%
-
-
Speed Dribbler (AI)
402
5%
-
-
Injury Prone
386
5%
-
-
Technical Dribbler (AI)
369
4%
-
-
Power Header
324
4%
-
-
Long Shot Taker (AI)
292
4%
-
-
Dives Into Tackles (AI)
282
3%
-
-
Long Passer (AI)
211
3%
-
-
Flair, Technical Dribbler (AI)
191
2%
-
-
Early Crosser
188
2%
-
-
Team Player
180
2%
-
-
Long Throw-in
160
2%
-
-
Solid Player
158
2%
-
-
Playmaker (AI)
142
2%
-
-
Flair
141
2%
-
-
Leadership
133
2%
-
-
Comes For Crosses
128
2%
-
-
Finesse Shot
108
1%
-
-
Cautious With Crosses
101
1%
-
-
Flair, Speed Dribbler (AI)
72
<1%
-
-
Long Shot Taker (AI), Technical Dribbler (AI)
62
<1%
-
-
Long Shot Taker (AI), Speed Dribbler (AI)
60
<1%
-
-
Leadership, Team Player
58
<1%
-
-
Outside Foot Shot
56
<1%
-
-
GK Long Throw
54
<1%
-
-
Injury Prone, Speed Dribbler (AI)
49
<1%
-
-
Playmaker (AI), Technical Dribbler (AI)
49
<1%
-
-
Speed Dribbler (AI), Technical Dribbler (AI)
43
<1%
-
-
Power Free-Kick
42
<1%
-
-
Rushes Out Of Goal
42
<1%
-
-
Injury Prone, Power Header
42
<1%
-
-
Long Shot Taker (AI), Playmaker (AI)
42
<1%
-
-
Flair, Long Shot Taker (AI), Technical Dribbler (AI)
40
<1%
-
-
Injury Prone, Dives Into Tackles (AI)
39
<1%
-
-
Dives Into Tackles (AI), Long Passer (AI)
39
<1%
-
-
Flair, Playmaker (AI), Technical Dribbler (AI)
39
<1%
-
-
Long Passer (AI), Long Shot Taker (AI)
38
<1%
-
-
Flair, Speed Dribbler (AI), Technical Dribbler (AI)
37
<1%
-
-
Saves with Feet
35
<1%
-
-
Dives Into Tackles (AI), Power Header
35
<1%
-
-
Early Crosser, Speed Dribbler (AI)
31
<1%
-
-
Finesse Shot, Technical Dribbler (AI)
31
<1%
-
-
Finesse Shot, Speed Dribbler (AI)
29
<1%
-
-
Injury Prone, Technical Dribbler (AI)
29
<1%
-
-
Flair, Long Shot Taker (AI)
29
<1%
-
-
Long Passer (AI), Power Header
28
<1%
-
-
Flair, Outside Foot Shot, Technical Dribbler (AI)
27
<1%
-
-
Power Free-Kick, Long Shot Taker (AI)
27
<1%
-
-
Long Passer (AI), Playmaker (AI)
26
<1%
-
-
Leadership, Power Header
24
<1%
-
-
Dives Into Tackles (AI), Long Shot Taker (AI)
23
<1%
-
-
GK Long Throw, Comes For Crosses
23
<1%
-
-
Rushes Out Of Goal, Comes For Crosses
23
<1%
-
-
Finesse Shot, Flair, Technical Dribbler (AI)
23
<1%
-
-
Injury Prone, Flair, Technical Dribbler (AI)
23
<1%
-
-
Long Throw-in, Dives Into Tackles (AI)
23
<1%
-
-
Flair, Playmaker (AI)
22
<1%
-
-
Injury Prone, Long Passer (AI)
22
<1%
-
-
Long Throw-in, Early Crosser
21
<1%
-
-
Giant Throw-in
21
<1%
-
-
Long Shot Taker (AI), Outside Foot Shot
2,314
28%
-
-
(Other)
attacking_crossing
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

skill_dribbling
0.86
skill_ball_control
0.84
skill_curve
0.84
passing
0.83
attacking_short_passing
0.80
mentality_positioning
0.80
skill_fk_accuracy
0.76
dribbling
0.75
skill_long_passing
0.75
power_long_shots
0.75
movement_agility
0.72
attacking_volleys
0.69
movement_acceleration
0.69
mentality_vision
0.68

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.79
team_position
0.54
work_rate
0.40
weak_foot
0.31
player_tags
0.23
preferred_foot
0.20
league_name
0.20
nation_position
0.19
real_face
0.19
international_reputation
0.19
league_rank
0.08
contract_valid_until
0.08
MOST FREQUENT VALUES

58
561
3.0%
59
554
2.9%
65
547
2.9%
62
544
2.9%
60
523
2.8%
64
499
2.6%
63
489
2.6%
61
463
2.4%
56
451
2.4%
68
451
2.4%
66
446
2.4%
55
445
2.3%
57
444
2.3%
54
415
2.2%
52
410
2.2%
SMALLEST VALUES

6
3
<0.1%
7
9
<0.1%
8
30
0.2%
9
44
0.2%
10
180
1.0%
11
290
1.5%
12
284
1.5%
13
321
1.7%
14
266
1.4%
15
172
0.9%
16
88
0.5%
17
75
0.4%
18
88
0.5%
19
79
0.4%
20
97
0.5%
LARGEST VALUES

94
1
<0.1%
93
1
<0.1%
92
1
<0.1%
91
1
<0.1%
90
3
<0.1%
89
5
<0.1%
88
3
<0.1%
87
5
<0.1%
86
11
<0.1%
85
13
<0.1%
84
16
<0.1%
83
28
0.1%
82
35
0.2%
81
42
0.2%
80
58
0.3%
attacking_finishing
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

shooting
0.96
mentality_positioning
0.90
attacking_volleys
0.89
power_long_shots
0.89
mentality_penalties
0.85
skill_dribbling
0.83
skill_ball_control
0.79
skill_curve
0.77
power_shot_power
0.72
dribbling
0.71
skill_fk_accuracy
0.71
mentality_vision
0.70
attacking_short_passing
0.68
attacking_crossing
0.67

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.77
team_position
0.55
work_rate
0.47
weak_foot
0.38
player_tags
0.22
nation_position
0.18
international_reputation
0.17
real_face
0.16
league_name
0.15
contract_valid_until
0.08
league_rank
0.06
preferred_foot
0.03
MOST FREQUENT VALUES

58
505
2.7%
60
486
2.6%
62
479
2.5%
65
438
2.3%
55
426
2.2%
64
425
2.2%
63
424
2.2%
59
405
2.1%
61
393
2.1%
66
389
2.1%
56
368
1.9%
54
351
1.9%
52
349
1.8%
57
348
1.8%
68
346
1.8%
SMALLEST VALUES

3
4
<0.1%
4
9
<0.1%
5
123
0.6%
6
132
0.7%
7
183
1.0%
8
205
1.1%
9
205
1.1%
10
120
0.6%
11
162
0.9%
12
178
0.9%
13
149
0.8%
14
153
0.8%
15
145
0.8%
16
139
0.7%
17
134
0.7%
LARGEST VALUES

95
2
<0.1%
94
3
<0.1%
93
1
<0.1%
92
2
<0.1%
91
3
<0.1%
90
2
<0.1%
89
1
<0.1%
88
9
<0.1%
87
3
<0.1%
86
9
<0.1%
85
21
0.1%
84
22
0.1%
83
22
0.1%
82
33
0.2%
81
31
0.2%
attacking_heading_accuracy
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

goalkeeping_diving
-0.74
goalkeeping_reflexes
-0.74
goalkeeping_handling
-0.74
goalkeeping_kicking
-0.74
goalkeeping_positioning
-0.74
mentality_aggression
0.71
skill_ball_control
0.68
attacking_short_passing
0.67
physic
0.64
power_stamina
0.64
skill_dribbling
0.58
mentality_penalties
0.57
defending_standing_tackle
0.56
mentality_positioning
0.55

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.77
team_position
0.55
work_rate
0.34
player_tags
0.24
weak_foot
0.22
league_name
0.18
nation_position
0.18
international_reputation
0.16
real_face
0.16
contract_valid_until
0.07
league_rank
0.06
preferred_foot
0.05
MOST FREQUENT VALUES

58
680
3.6%
62
584
3.1%
60
573
3.0%
55
569
3.0%
59
532
2.8%
65
523
2.8%
64
506
2.7%
54
499
2.6%
52
492
2.6%
56
491
2.6%
57
488
2.6%
61
473
2.5%
63
469
2.5%
49
459
2.4%
48
448
2.4%
SMALLEST VALUES

5
3
<0.1%
6
1
<0.1%
7
8
<0.1%
8
21
0.1%
9
29
0.2%
10
201
1.1%
11
271
1.4%
12
280
1.5%
13
297
1.6%
14
277
1.5%
15
177
0.9%
16
96
0.5%
17
81
0.4%
18
87
0.5%
19
74
0.4%
LARGEST VALUES

93
2
<0.1%
92
3
<0.1%
91
3
<0.1%
90
7
<0.1%
89
1
<0.1%
88
2
<0.1%
87
6
<0.1%
86
10
<0.1%
85
17
<0.1%
84
36
0.2%
83
41
0.2%
82
51
0.3%
81
46
0.2%
80
79
0.4%
79
82
0.4%
attacking_short_passing
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

skill_ball_control
0.92
passing
0.90
skill_long_passing
0.89
skill_dribbling
0.85
attacking_crossing
0.80
skill_curve
0.78
mentality_positioning
0.77
power_long_shots
0.76
power_stamina
0.73
goalkeeping_reflexes
-0.73
goalkeeping_diving
-0.73
mentality_composure
0.73
goalkeeping_handling
-0.73
skill_fk_accuracy
0.73

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.82
team_position
0.53
work_rate
0.35
weak_foot
0.33
league_name
0.27
real_face
0.25
international_reputation
0.23
player_tags
0.21
nation_position
0.19
league_rank
0.13
contract_valid_until
0.10
preferred_foot
0.09
MOST FREQUENT VALUES

62
880
4.6%
64
851
4.5%
65
844
4.5%
66
822
4.3%
68
774
4.1%
63
736
3.9%
67
731
3.9%
60
712
3.8%
61
638
3.4%
58
633
3.3%
70
606
3.2%
59
582
3.1%
69
559
3.0%
57
498
2.6%
72
482
2.5%
SMALLEST VALUES

7
1
<0.1%
8
4
<0.1%
11
8
<0.1%
12
11
<0.1%
13
12
<0.1%
14
16
<0.1%
15
50
0.3%
16
43
0.2%
17
62
0.3%
18
67
0.4%
19
65
0.3%
20
73
0.4%
21
86
0.5%
22
95
0.5%
23
121
0.6%
LARGEST VALUES

94
1
<0.1%
93
1
<0.1%
92
2
<0.1%
91
2
<0.1%
90
8
<0.1%
89
3
<0.1%
88
6
<0.1%
87
8
<0.1%
86
13
<0.1%
85
34
0.2%
84
45
0.2%
83
54
0.3%
82
66
0.3%
81
81
0.4%
80
129
0.7%
attacking_volleys
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

attacking_finishing
0.89
shooting
0.88
power_long_shots
0.88
mentality_positioning
0.86
mentality_penalties
0.85
skill_dribbling
0.82
skill_curve
0.81
skill_ball_control
0.80
skill_fk_accuracy
0.75
power_shot_power
0.74
attacking_short_passing
0.70
mentality_vision
0.69
attacking_crossing
0.69
dribbling
0.69

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.77
team_position
0.53
work_rate
0.43
weak_foot
0.37
player_tags
0.24
international_reputation
0.23
league_name
0.20
real_face
0.19
nation_position
0.19
league_rank
0.08
contract_valid_until
0.08
preferred_foot
0.05
MOST FREQUENT VALUES

48
448
2.4%
49
426
2.2%
42
409
2.2%
55
407
2.1%
59
398
2.1%
45
394
2.1%
53
383
2.0%
56
383
2.0%
52
373
2.0%
58
370
2.0%
32
368
1.9%
44
367
1.9%
38
363
1.9%
51
360
1.9%
40
360
1.9%
SMALLEST VALUES

3
1
<0.1%
4
16
<0.1%
5
128
0.7%
6
134
0.7%
7
156
0.8%
8
205
1.1%
9
202
1.1%
10
106
0.6%
11
128
0.7%
12
166
0.9%
13
169
0.9%
14
136
0.7%
15
145
0.8%
16
109
0.6%
17
106
0.6%
LARGEST VALUES

90
2
<0.1%
89
2
<0.1%
88
4
<0.1%
87
3
<0.1%
86
5
<0.1%
85
12
<0.1%
84
10
<0.1%
83
18
<0.1%
82
20
0.1%
81
17
<0.1%
80
24
0.1%
79
30
0.2%
78
40
0.2%
77
51
0.3%
76
75
0.4%
skill_dribbling
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

dribbling
0.98
skill_ball_control
0.94
mentality_positioning
0.91
attacking_crossing
0.86
skill_curve
0.85
attacking_short_passing
0.85
power_long_shots
0.85
attacking_finishing
0.83
attacking_volleys
0.82
passing
0.78
mentality_penalties
0.78
movement_agility
0.77
goalkeeping_diving
-0.76
goalkeeping_reflexes
-0.76

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.89
team_position
0.55
work_rate
0.43
weak_foot
0.36
player_tags
0.23
league_name
0.21
nation_position
0.18
real_face
0.18
international_reputation
0.17
preferred_foot
0.13
contract_valid_until
0.10
league_rank
0.08
MOST FREQUENT VALUES

65
765
4.0%
64
760
4.0%
62
693
3.7%
63
692
3.7%
66
642
3.4%
68
634
3.3%
67
608
3.2%
61
607
3.2%
60
596
3.1%
58
546
2.9%
59
546
2.9%
70
544
2.9%
69
481
2.5%
71
470
2.5%
72
469
2.5%
SMALLEST VALUES

5
41
0.2%
6
59
0.3%
7
74
0.4%
8
103
0.5%
9
103
0.5%
10
146
0.8%
11
207
1.1%
12
213
1.1%
13
208
1.1%
14
207
1.1%
15
145
0.8%
16
121
0.6%
17
98
0.5%
18
77
0.4%
19
99
0.5%
LARGEST VALUES

96
1
<0.1%
95
1
<0.1%
93
1
<0.1%
92
6
<0.1%
91
3
<0.1%
90
9
<0.1%
89
6
<0.1%
88
19
0.1%
87
30
0.2%
86
28
0.1%
85
47
0.2%
84
50
0.3%
83
66
0.3%
82
83
0.4%
81
83
0.4%
skill_curve
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

skill_fk_accuracy
0.86
skill_dribbling
0.85
power_long_shots
0.84
attacking_crossing
0.84
skill_ball_control
0.83
mentality_positioning
0.83
attacking_volleys
0.81
passing
0.80
attacking_short_passing
0.78
attacking_finishing
0.77
dribbling
0.77
mentality_penalties
0.76
mentality_vision
0.75
shooting
0.72

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.79
team_position
0.51
work_rate
0.41
weak_foot
0.35
player_tags
0.25
international_reputation
0.23
league_name
0.22
real_face
0.21
nation_position
0.19
preferred_foot
0.15
league_rank
0.08
contract_valid_until
0.07
MOST FREQUENT VALUES

48
438
2.3%
58
414
2.2%
59
406
2.1%
55
406
2.1%
45
399
2.1%
52
393
2.1%
49
390
2.1%
42
378
2.0%
60
378
2.0%
57
372
2.0%
63
370
2.0%
56
369
1.9%
64
366
1.9%
53
363
1.9%
62
354
1.9%
SMALLEST VALUES

4
1
<0.1%
5
1
<0.1%
6
2
<0.1%
7
7
<0.1%
8
18
<0.1%
9
39
0.2%
10
177
0.9%
11
247
1.3%
12
307
1.6%
13
305
1.6%
14
259
1.4%
15
146
0.8%
16
129
0.7%
17
87
0.5%
18
88
0.5%
LARGEST VALUES

94
1
<0.1%
93
1
<0.1%
92
1
<0.1%
91
1
<0.1%
90
4
<0.1%
89
5
<0.1%
88
11
<0.1%
87
12
<0.1%
86
18
<0.1%
85
44
0.2%
84
31
0.2%
83
41
0.2%
82
54
0.3%
81
75
0.4%
80
94
0.5%
skill_fk_accuracy
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

skill_curve
0.86
power_long_shots
0.81
attacking_crossing
0.76
skill_dribbling
0.76
skill_ball_control
0.76
attacking_volleys
0.75
passing
0.75
mentality_positioning
0.74
mentality_penalties
0.74
attacking_short_passing
0.73
mentality_vision
0.71
attacking_finishing
0.71
skill_long_passing
0.70
power_shot_power
0.65

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.72
team_position
0.49
work_rate
0.35
weak_foot
0.34
player_tags
0.22
international_reputation
0.22
league_name
0.20
real_face
0.18
nation_position
0.17
preferred_foot
0.15
league_rank
0.08
contract_valid_until
0.07
MOST FREQUENT VALUES

35
518
2.7%
39
505
2.7%
32
493
2.6%
42
487
2.6%
40
485
2.6%
31
460
2.4%
38
458
2.4%
34
444
2.3%
37
436
2.3%
30
426
2.2%
41
421
2.2%
33
412
2.2%
29
411
2.2%
36
399
2.1%
45
398
2.1%
SMALLEST VALUES

5
2
<0.1%
6
7
<0.1%
7
11
<0.1%
8
23
0.1%
9
29
0.2%
10
169
0.9%
11
282
1.5%
12
337
1.8%
13
320
1.7%
14
280
1.5%
15
156
0.8%
16
97
0.5%
17
85
0.4%
18
89
0.5%
19
96
0.5%
LARGEST VALUES

94
1
<0.1%
93
1
<0.1%
92
1
<0.1%
91
3
<0.1%
90
1
<0.1%
89
4
<0.1%
88
4
<0.1%
87
6
<0.1%
86
7
<0.1%
85
15
<0.1%
84
14
<0.1%
83
14
<0.1%
82
25
0.1%
81
35
0.2%
80
37
0.2%
skill_long_passing
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

attacking_short_passing
0.89
passing
0.85
skill_ball_control
0.79
attacking_crossing
0.75
skill_dribbling
0.73
skill_curve
0.71
skill_fk_accuracy
0.70
mentality_vision
0.70
mentality_composure
0.69
power_long_shots
0.67
power_stamina
0.65
mentality_positioning
0.63
mentality_aggression
0.61
mentality_interceptions
0.60

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.67
team_position
0.49
work_rate
0.30
weak_foot
0.29
league_name
0.26
real_face
0.24
international_reputation
0.24
player_tags
0.20
nation_position
0.19
league_rank
0.11
preferred_foot
0.10
contract_valid_until
0.08
MOST FREQUENT VALUES

62
639
3.4%
60
624
3.3%
58
621
3.3%
59
615
3.2%
65
612
3.2%
63
571
3.0%
64
564
3.0%
55
559
3.0%
61
546
2.9%
57
538
2.8%
56
482
2.5%
52
481
2.5%
54
474
2.5%
66
469
2.5%
53
459
2.4%
SMALLEST VALUES

5
1
<0.1%
8
1
<0.1%
9
5
<0.1%
10
1
<0.1%
11
11
<0.1%
12
21
0.1%
13
20
0.1%
14
17
<0.1%
15
54
0.3%
16
84
0.4%
17
63
0.3%
18
89
0.5%
19
78
0.4%
20
115
0.6%
21
128
0.7%
LARGEST VALUES

93
2
<0.1%
91
2
<0.1%
90
1
<0.1%
89
6
<0.1%
88
2
<0.1%
87
7
<0.1%
86
6
<0.1%
85
10
<0.1%
84
14
<0.1%
83
19
0.1%
82
29
0.2%
81
41
0.2%
80
50
0.3%
79
61
0.3%
78
75
0.4%
skill_ball_control
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

skill_dribbling
0.94
attacking_short_passing
0.92
dribbling
0.91
mentality_positioning
0.87
passing
0.85
attacking_crossing
0.84
power_long_shots
0.83
skill_curve
0.83
goalkeeping_reflexes
-0.80
goalkeeping_diving
-0.80
goalkeeping_handling
-0.80
attacking_volleys
0.80
attacking_finishing
0.79
goalkeeping_kicking
-0.79

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.90
team_position
0.55
work_rate
0.39
weak_foot
0.36
league_name
0.23
player_tags
0.22
real_face
0.21
international_reputation
0.20
nation_position
0.19
preferred_foot
0.11
contract_valid_until
0.10
league_rank
0.10
MOST FREQUENT VALUES

65
856
4.5%
64
846
4.5%
62
840
4.4%
63
759
4.0%
66
754
4.0%
68
736
3.9%
60
725
3.8%
70
706
3.7%
67
705
3.7%
61
659
3.5%
69
632
3.3%
58
550
2.9%
59
538
2.8%
72
492
2.6%
71
480
2.5%
SMALLEST VALUES

5
1
<0.1%
7
1
<0.1%
8
2
<0.1%
9
6
<0.1%
10
55
0.3%
11
97
0.5%
12
92
0.5%
13
88
0.5%
14
119
0.6%
15
134
0.7%
16
134
0.7%
17
101
0.5%
18
158
0.8%
19
143
0.8%
20
134
0.7%
LARGEST VALUES

96
1
<0.1%
95
1
<0.1%
94
1
<0.1%
93
1
<0.1%
92
3
<0.1%
91
9
<0.1%
90
8
<0.1%
89
10
<0.1%
88
17
<0.1%
87
15
<0.1%
86
21
0.1%
85
46
0.2%
84
51
0.3%
83
69
0.4%
82
83
0.4%
movement_acceleration
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

pace
0.96
gk_speed
0.95
movement_sprint_speed
0.93
movement_agility
0.83
skill_dribbling
0.75
movement_balance
0.72
mentality_positioning
0.69
skill_ball_control
0.69
attacking_crossing
0.69
skill_curve
0.63
attacking_finishing
0.62
goalkeeping_handling
-0.61
power_stamina
0.61
goalkeeping_diving
-0.61

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.72
team_position
0.45
work_rate
0.42
player_tags
0.31
weak_foot
0.27
nation_position
0.13
preferred_foot
0.12
contract_valid_until
0.09
league_name
0.09
real_face
0.06
international_reputation
0.03
league_rank
0.01
MOST FREQUENT VALUES

68
791
4.2%
69
721
3.8%
67
681
3.6%
74
640
3.4%
66
639
3.4%
65
606
3.2%
64
603
3.2%
72
586
3.1%
73
580
3.1%
75
565
3.0%
63
555
2.9%
70
549
2.9%
76
547
2.9%
62
520
2.7%
71
505
2.7%
SMALLEST VALUES

13
2
<0.1%
14
3
<0.1%
15
21
0.1%
16
16
<0.1%
17
33
0.2%
18
30
0.2%
19
32
0.2%
20
33
0.2%
21
29
0.2%
22
38
0.2%
23
36
0.2%
24
48
0.3%
25
48
0.3%
26
45
0.2%
27
54
0.3%
LARGEST VALUES

97
1
<0.1%
96
6
<0.1%
95
7
<0.1%
94
27
0.1%
93
45
0.2%
92
52
0.3%
91
86
0.5%
90
111
0.6%
89
96
0.5%
88
114
0.6%
87
129
0.7%
86
159
0.8%
85
181
1.0%
84
194
1.0%
83
227
1.2%
movement_sprint_speed
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

pace
0.97
gk_speed
0.96
movement_acceleration
0.93
movement_agility
0.77
skill_dribbling
0.73
mentality_positioning
0.68
skill_ball_control
0.67
attacking_crossing
0.66
movement_balance
0.65
power_stamina
0.62
goalkeeping_handling
-0.61
goalkeeping_diving
-0.61
goalkeeping_reflexes
-0.61
goalkeeping_kicking
-0.61

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.70
team_position
0.44
work_rate
0.41
player_tags
0.28
weak_foot
0.26
nation_position
0.13
preferred_foot
0.11
league_name
0.10
contract_valid_until
0.10
real_face
0.06
international_reputation
0.03
league_rank
0.01
MOST FREQUENT VALUES

69
794
4.2%
68
780
4.1%
67
741
3.9%
66
697
3.7%
65
653
3.4%
64
614
3.2%
74
607
3.2%
72
604
3.2%
70
583
3.1%
75
574
3.0%
73
563
3.0%
71
563
3.0%
63
533
2.8%
76
508
2.7%
62
506
2.7%
SMALLEST VALUES

12
1
<0.1%
14
1
<0.1%
15
28
0.1%
16
18
<0.1%
17
28
0.1%
18
28
0.1%
19
22
0.1%
20
32
0.2%
21
27
0.1%
22
30
0.2%
23
45
0.2%
24
31
0.2%
25
48
0.3%
26
46
0.2%
27
47
0.2%
LARGEST VALUES

96
4
<0.1%
95
7
<0.1%
94
24
0.1%
93
40
0.2%
92
56
0.3%
91
81
0.4%
90
117
0.6%
89
84
0.4%
88
101
0.5%
87
114
0.6%
86
139
0.7%
85
179
0.9%
84
188
1.0%
83
211
1.1%
82
239
1.3%
movement_agility
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

movement_acceleration
0.83
skill_dribbling
0.77
movement_balance
0.77
movement_sprint_speed
0.77
dribbling
0.73
mentality_positioning
0.72
attacking_crossing
0.72
skill_ball_control
0.71
pace
0.71
skill_curve
0.70
power_long_shots
0.66
attacking_finishing
0.66
attacking_volleys
0.64
attacking_short_passing
0.63

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.71
team_position
0.46
work_rate
0.41
player_tags
0.34
weak_foot
0.31
nation_position
0.14
real_face
0.10
preferred_foot
0.10
league_name
0.10
international_reputation
0.09
contract_valid_until
0.07
league_rank
0.02
MOST FREQUENT VALUES

67
617
3.3%
68
616
3.3%
70
613
3.2%
69
600
3.2%
72
597
3.2%
66
589
3.1%
73
575
3.0%
65
573
3.0%
74
547
2.9%
71
543
2.9%
64
533
2.8%
75
529
2.8%
62
523
2.8%
63
517
2.7%
76
497
2.6%
SMALLEST VALUES

14
1
<0.1%
15
2
<0.1%
18
2
<0.1%
19
3
<0.1%
20
2
<0.1%
21
28
0.1%
22
36
0.2%
23
40
0.2%
24
38
0.2%
25
34
0.2%
26
47
0.2%
27
38
0.2%
28
54
0.3%
29
56
0.3%
30
103
0.5%
LARGEST VALUES

96
1
<0.1%
95
5
<0.1%
94
15
<0.1%
93
32
0.2%
92
50
0.3%
91
83
0.4%
90
117
0.6%
89
77
0.4%
88
97
0.5%
87
112
0.6%
86
128
0.7%
85
162
0.9%
84
185
1.0%
83
222
1.2%
82
230
1.2%
movement_reactions
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

overall
0.87
gk_reflexes
0.78
gk_diving
0.78
gk_positioning
0.78
gk_handling
0.75
mentality_composure
0.69
gk_kicking
0.66
passing
0.65
dribbling
0.58
value_eur
0.56
release_clause_eur
0.56
power_shot_power
0.52
mentality_vision
0.52
potential
0.51

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

league_name
0.48
international_reputation
0.41
real_face
0.41
team_position
0.40
skill_moves
0.40
player_tags
0.29
nation_position
0.27
work_rate
0.25
weak_foot
0.22
league_rank
0.21
contract_valid_until
0.16
preferred_foot
0.02
MOST FREQUENT VALUES

60
914
4.8%
58
901
4.8%
63
858
4.5%
62
846
4.5%
64
819
4.3%
65
812
4.3%
59
784
4.1%
66
745
3.9%
68
740
3.9%
61
717
3.8%
67
699
3.7%
55
693
3.7%
57
647
3.4%
56
641
3.4%
70
625
3.3%
SMALLEST VALUES

24
1
<0.1%
28
1
<0.1%
29
2
<0.1%
30
6
<0.1%
31
12
<0.1%
32
13
<0.1%
33
13
<0.1%
34
11
<0.1%
35
28
0.1%
36
19
0.1%
37
32
0.2%
38
44
0.2%
39
41
0.2%
40
62
0.3%
41
63
0.3%
LARGEST VALUES

95
1
<0.1%
94
2
<0.1%
93
2
<0.1%
92
6
<0.1%
91
4
<0.1%
90
5
<0.1%
89
3
<0.1%
88
11
<0.1%
87
12
<0.1%
86
18
<0.1%
85
26
0.1%
84
43
0.2%
83
52
0.3%
82
86
0.5%
81
75
0.4%
movement_balance
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

movement_agility
0.77
height_cm
-0.77
movement_acceleration
0.72
skill_dribbling
0.67
weight_kg
-0.65
movement_sprint_speed
0.65
attacking_crossing
0.64
skill_ball_control
0.62
mentality_positioning
0.61
skill_curve
0.61
power_long_shots
0.55
dribbling
0.55
attacking_short_passing
0.55
attacking_finishing
0.54

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.63
team_position
0.42
player_tags
0.33
work_rate
0.32
weak_foot
0.26
nation_position
0.13
preferred_foot
0.09
league_name
0.07
real_face
0.06
contract_valid_until
0.06
international_reputation
0.05
league_rank
0.01
MOST FREQUENT VALUES

68
673
3.6%
65
635
3.4%
67
620
3.3%
70
619
3.3%
69
616
3.3%
72
597
3.2%
71
590
3.1%
66
589
3.1%
73
581
3.1%
75
577
3.0%
74
541
2.9%
64
536
2.8%
63
510
2.7%
62
485
2.6%
76
478
2.5%
SMALLEST VALUES

12
1
<0.1%
14
1
<0.1%
17
1
<0.1%
18
1
<0.1%
19
2
<0.1%
20
7
<0.1%
21
21
0.1%
22
28
0.1%
23
21
0.1%
24
36
0.2%
25
26
0.1%
26
34
0.2%
27
33
0.2%
28
52
0.3%
29
57
0.3%
LARGEST VALUES

97
1
<0.1%
96
1
<0.1%
95
11
<0.1%
94
23
0.1%
93
32
0.2%
92
67
0.4%
91
80
0.4%
90
111
0.6%
89
75
0.4%
88
96
0.5%
87
105
0.6%
86
133
0.7%
85
143
0.8%
84
181
1.0%
83
201
1.1%
power_shot_power
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

gk_kicking
1.00
shooting
0.86
power_long_shots
0.80
gk_handling
0.76
gk_positioning
0.76
gk_diving
0.75
attacking_volleys
0.74
gk_reflexes
0.74
attacking_finishing
0.72
skill_curve
0.68
mentality_vision
0.68
mentality_penalties
0.67
dribbling
0.66
mentality_positioning
0.66

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.58
team_position
0.41
work_rate
0.36
league_name
0.33
weak_foot
0.32
international_reputation
0.29
real_face
0.27
player_tags
0.24
nation_position
0.19
league_rank
0.12
contract_valid_until
0.11
preferred_foot
0.02
MOST FREQUENT VALUES

65
604
3.2%
68
569
3.0%
70
569
3.0%
64
555
2.9%
62
544
2.9%
66
527
2.8%
58
526
2.8%
59
515
2.7%
60
496
2.6%
63
494
2.6%
55
492
2.6%
47
466
2.5%
56
455
2.4%
50
450
2.4%
67
446
2.4%
SMALLEST VALUES

18
1
<0.1%
20
15
<0.1%
21
12
<0.1%
22
22
0.1%
23
31
0.2%
24
37
0.2%
25
48
0.3%
26
33
0.2%
27
39
0.2%
28
64
0.3%
29
48
0.3%
30
73
0.4%
31
100
0.5%
32
109
0.6%
33
113
0.6%
LARGEST VALUES

95
1
<0.1%
94
2
<0.1%
93
1
<0.1%
91
2
<0.1%
90
8
<0.1%
89
7
<0.1%
88
13
<0.1%
87
19
0.1%
86
35
0.2%
85
50
0.3%
84
84
0.4%
83
60
0.3%
82
110
0.6%
81
123
0.6%
80
179
0.9%
power_jumping
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

gk_speed
0.50
physic
0.47
attacking_heading_accuracy
0.43
mentality_aggression
0.40
gk_reflexes
0.38
gk_diving
0.38
gk_positioning
0.36
power_stamina
0.36
gk_handling
0.35
power_strength
0.35
gk_kicking
0.32
mentality_interceptions
0.31
movement_reactions
0.28
overall
0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_position
0.28
skill_moves
0.22
work_rate
0.22
player_tags
0.13
international_reputation
0.12
real_face
0.11
nation_position
0.10
league_name
0.10
weak_foot
0.08
contract_valid_until
0.05
league_rank
0.02
preferred_foot
0.02
MOST FREQUENT VALUES

70
805
4.2%
71
714
3.8%
65
677
3.6%
62
660
3.5%
64
645
3.4%
72
645
3.4%
60
631
3.3%
68
617
3.3%
66
612
3.2%
67
608
3.2%
61
604
3.2%
58
591
3.1%
63
589
3.1%
73
570
3.0%
59
545
2.9%
SMALLEST VALUES

15
1
<0.1%
17
1
<0.1%
19
1
<0.1%
22
1
<0.1%
24
1
<0.1%
26
4
<0.1%
27
4
<0.1%
28
3
<0.1%
29
3
<0.1%
30
34
0.2%
31
47
0.2%
32
60
0.3%
33
90
0.5%
34
106
0.6%
35
59
0.3%
LARGEST VALUES

95
1
<0.1%
94
6
<0.1%
93
22
0.1%
92
45
0.2%
91
73
0.4%
90
103
0.5%
89
53
0.3%
88
62
0.3%
87
74
0.4%
86
84
0.4%
85
123
0.6%
84
164
0.9%
83
202
1.1%
82
240
1.3%
81
289
1.5%
power_stamina
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

skill_ball_control
0.74
attacking_short_passing
0.73
skill_dribbling
0.70
goalkeeping_reflexes
-0.69
goalkeeping_diving
-0.69
goalkeeping_handling
-0.69
goalkeeping_kicking
-0.69
goalkeeping_positioning
-0.69
attacking_crossing
0.68
mentality_aggression
0.66
mentality_positioning
0.66
skill_long_passing
0.65
attacking_heading_accuracy
0.64
movement_sprint_speed
0.62

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.74
team_position
0.54
work_rate
0.41
weak_foot
0.25
player_tags
0.23
nation_position
0.18
real_face
0.12
league_name
0.10
preferred_foot
0.08
contract_valid_until
0.08
international_reputation
0.07
league_rank
0.03
MOST FREQUENT VALUES

68
743
3.9%
69
647
3.4%
70
645
3.4%
67
632
3.3%
66
627
3.3%
65
612
3.2%
71
610
3.2%
72
608
3.2%
64
589
3.1%
74
570
3.0%
73
556
2.9%
63
542
2.9%
75
538
2.8%
62
509
2.7%
60
503
2.7%
SMALLEST VALUES

12
1
<0.1%
14
3
<0.1%
15
5
<0.1%
16
19
0.1%
17
43
0.2%
18
65
0.3%
19
53
0.3%
20
71
0.4%
21
76
0.4%
22
74
0.4%
23
84
0.4%
24
86
0.5%
25
115
0.6%
26
94
0.5%
27
100
0.5%
LARGEST VALUES

97
1
<0.1%
96
1
<0.1%
95
3
<0.1%
94
13
<0.1%
93
27
0.1%
92
48
0.3%
91
75
0.4%
90
116
0.6%
89
83
0.4%
88
94
0.5%
87
100
0.5%
86
133
0.7%
85
162
0.9%
84
169
0.9%
83
194
1.0%
power_strength
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

physic
0.89
weight_kg
0.61
height_cm
0.53
attacking_heading_accuracy
0.50
mentality_aggression
0.47
gk_reflexes
0.38
gk_diving
0.37
gk_positioning
0.37
defending
0.36
movement_balance
-0.36
overall
0.36
age
0.35
gk_handling
0.35
power_jumping
0.35

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_position
0.40
player_tags
0.38
work_rate
0.26
skill_moves
0.20
nation_position
0.13
international_reputation
0.13
real_face
0.13
league_name
0.12
contract_valid_until
0.07
preferred_foot
0.03
weak_foot
0.03
league_rank
0.03
MOST FREQUENT VALUES

70
693
3.7%
68
687
3.6%
66
637
3.4%
67
606
3.2%
72
605
3.2%
65
592
3.1%
71
592
3.1%
64
577
3.0%
74
571
3.0%
75
564
3.0%
73
563
3.0%
60
562
3.0%
69
562
3.0%
62
556
2.9%
63
545
2.9%
SMALLEST VALUES

16
1
<0.1%
20
1
<0.1%
22
1
<0.1%
24
2
<0.1%
25
4
<0.1%
26
4
<0.1%
27
6
<0.1%
28
4
<0.1%
29
22
0.1%
30
42
0.2%
31
45
0.2%
32
62
0.3%
33
70
0.4%
34
87
0.5%
35
59
0.3%
LARGEST VALUES

97
1
<0.1%
96
1
<0.1%
95
4
<0.1%
94
10
<0.1%
93
34
0.2%
92
53
0.3%
91
82
0.4%
90
117
0.6%
89
66
0.3%
88
83
0.4%
87
81
0.4%
86
117
0.6%
85
150
0.8%
84
172
0.9%
83
212
1.1%
power_long_shots
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

shooting
0.93
attacking_finishing
0.89
mentality_positioning
0.88
attacking_volleys
0.88
skill_dribbling
0.85
skill_curve
0.84
skill_ball_control
0.83
mentality_penalties
0.82
skill_fk_accuracy
0.81
power_shot_power
0.80
attacking_short_passing
0.76
mentality_vision
0.76
dribbling
0.75
attacking_crossing
0.75

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.78
team_position
0.53
work_rate
0.42
weak_foot
0.37
player_tags
0.22
international_reputation
0.21
league_name
0.20
real_face
0.18
nation_position
0.18
league_rank
0.08
contract_valid_until
0.08
preferred_foot
0.07
MOST FREQUENT VALUES

58
499
2.6%
60
491
2.6%
59
481
2.5%
65
462
2.4%
62
458
2.4%
55
451
2.4%
63
437
2.3%
52
423
2.2%
56
418
2.2%
57
408
2.2%
66
400
2.1%
54
394
2.1%
61
392
2.1%
68
391
2.1%
64
374
2.0%
SMALLEST VALUES

4
9
<0.1%
5
120
0.6%
6
159
0.8%
7
149
0.8%
8
175
0.9%
9
186
1.0%
10
83
0.4%
11
114
0.6%
12
181
1.0%
13
170
0.9%
14
154
0.8%
15
175
0.9%
16
151
0.8%
17
163
0.9%
18
164
0.9%
LARGEST VALUES

94
1
<0.1%
93
1
<0.1%
92
1
<0.1%
91
1
<0.1%
90
1
<0.1%
89
5
<0.1%
88
5
<0.1%
87
7
<0.1%
86
8
<0.1%
85
5
<0.1%
84
21
0.1%
83
23
0.1%
82
37
0.2%
81
43
0.2%
80
53
0.3%
mentality_aggression
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

physic
0.77
mentality_interceptions
0.75
defending_standing_tackle
0.74
defending_sliding_tackle
0.72
attacking_heading_accuracy
0.71
defending
0.67
power_stamina
0.66
attacking_short_passing
0.64
skill_long_passing
0.61
goalkeeping_reflexes
-0.58
goalkeeping_diving
-0.58
skill_ball_control
0.58
goalkeeping_handling
-0.58
goalkeeping_kicking
-0.58

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.61
team_position
0.49
work_rate
0.40
player_tags
0.22
league_name
0.19
real_face
0.19
international_reputation
0.18
nation_position
0.17
weak_foot
0.16
league_rank
0.07
preferred_foot
0.06
contract_valid_until
0.06
MOST FREQUENT VALUES

58
512
2.7%
70
507
2.7%
62
500
2.6%
65
491
2.6%
68
490
2.6%
60
480
2.5%
55
471
2.5%
66
455
2.4%
59
450
2.4%
64
446
2.4%
63
445
2.3%
72
433
2.3%
61
411
2.2%
67
406
2.1%
57
395
2.1%
SMALLEST VALUES

9
1
<0.1%
10
1
<0.1%
11
3
<0.1%
12
8
<0.1%
13
10
<0.1%
14
7
<0.1%
15
26
0.1%
16
67
0.4%
17
83
0.4%
18
105
0.6%
19
107
0.6%
20
135
0.7%
21
103
0.5%
22
149
0.8%
23
133
0.7%
LARGEST VALUES

96
1
<0.1%
95
2
<0.1%
94
2
<0.1%
93
6
<0.1%
92
9
<0.1%
91
11
<0.1%
90
24
0.1%
89
29
0.2%
88
53
0.3%
87
61
0.3%
86
64
0.3%
85
91
0.5%
84
114
0.6%
83
102
0.5%
82
160
0.8%
mentality_interceptions
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

defending
0.96
defending_standing_tackle
0.95
defending_sliding_tackle
0.94
mentality_aggression
0.75
skill_long_passing
0.60
power_stamina
0.60
attacking_short_passing
0.56
attacking_heading_accuracy
0.55
gk_speed
0.53
physic
0.53
goalkeeping_reflexes
-0.49
goalkeeping_diving
-0.49
goalkeeping_kicking
-0.49
goalkeeping_handling
-0.49

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_position
0.56
skill_moves
0.54
work_rate
0.43
nation_position
0.18
player_tags
0.17
league_name
0.15
real_face
0.15
international_reputation
0.13
preferred_foot
0.10
weak_foot
0.10
league_rank
0.06
contract_valid_until
0.05
MOST FREQUENT VALUES

60
518
2.7%
62
513
2.7%
65
496
2.6%
58
494
2.6%
63
485
2.6%
59
482
2.5%
64
468
2.5%
66
453
2.4%
67
412
2.2%
68
411
2.2%
57
404
2.1%
22
401
2.1%
56
400
2.1%
61
396
2.1%
55
394
2.1%
SMALLEST VALUES

3
1
<0.1%
4
3
<0.1%
5
3
<0.1%
6
60
0.3%
7
80
0.4%
8
88
0.5%
9
79
0.4%
10
163
0.9%
11
178
0.9%
12
239
1.3%
13
232
1.2%
14
242
1.3%
15
234
1.2%
16
235
1.2%
17
243
1.3%
LARGEST VALUES

91
2
<0.1%
90
3
<0.1%
89
2
<0.1%
88
4
<0.1%
87
12
<0.1%
86
12
<0.1%
85
20
0.1%
84
17
<0.1%
83
25
0.1%
82
45
0.2%
81
45
0.2%
80
59
0.3%
79
84
0.4%
78
95
0.5%
77
129
0.7%
mentality_positioning
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

skill_dribbling
0.91
attacking_finishing
0.90
power_long_shots
0.88
skill_ball_control
0.87
attacking_volleys
0.86
shooting
0.86
skill_curve
0.83
mentality_penalties
0.81
dribbling
0.80
attacking_crossing
0.80
attacking_short_passing
0.77
skill_fk_accuracy
0.74
mentality_vision
0.74
movement_agility
0.72

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.83
team_position
0.57
work_rate
0.47
weak_foot
0.36
player_tags
0.22
nation_position
0.19
international_reputation
0.17
real_face
0.17
league_name
0.16
preferred_foot
0.09
contract_valid_until
0.08
league_rank
0.08
MOST FREQUENT VALUES

58
603
3.2%
62
560
3.0%
60
551
2.9%
65
547
2.9%
59
544
2.9%
64
540
2.9%
63
520
2.7%
57
518
2.7%
55
506
2.7%
61
488
2.6%
66
470
2.5%
54
469
2.5%
68
462
2.4%
56
449
2.4%
52
442
2.3%
SMALLEST VALUES

2
5
<0.1%
3
6
<0.1%
4
113
0.6%
5
147
0.8%
6
190
1.0%
7
195
1.0%
8
184
1.0%
9
89
0.5%
10
119
0.6%
11
161
0.8%
12
158
0.8%
13
171
0.9%
14
126
0.7%
15
118
0.6%
16
98
0.5%
LARGEST VALUES

95
1
<0.1%
94
3
<0.1%
93
4
<0.1%
92
4
<0.1%
91
4
<0.1%
90
3
<0.1%
89
2
<0.1%
88
3
<0.1%
87
8
<0.1%
86
12
<0.1%
85
28
0.1%
84
40
0.2%
83
41
0.2%
82
56
0.3%
81
41
0.2%
mentality_vision
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

passing
0.88
dribbling
0.81
power_long_shots
0.76
shooting
0.75
skill_curve
0.75
mentality_positioning
0.74
skill_dribbling
0.72
skill_fk_accuracy
0.71
attacking_finishing
0.70
skill_ball_control
0.70
attacking_short_passing
0.70
skill_long_passing
0.70
attacking_volleys
0.69
attacking_crossing
0.68

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.66
team_position
0.48
work_rate
0.36
weak_foot
0.35
international_reputation
0.28
real_face
0.27
league_name
0.26
player_tags
0.26
nation_position
0.20
league_rank
0.12
contract_valid_until
0.10
preferred_foot
0.05
MOST FREQUENT VALUES

59
643
3.4%
58
624
3.3%
55
605
3.2%
60
597
3.2%
62
592
3.1%
65
549
2.9%
64
546
2.9%
52
518
2.7%
63
514
2.7%
57
510
2.7%
54
510
2.7%
53
483
2.5%
56
474
2.5%
61
461
2.4%
48
458
2.4%
SMALLEST VALUES

9
1
<0.1%
10
4
<0.1%
11
11
<0.1%
12
11
<0.1%
13
12
<0.1%
14
11
<0.1%
15
11
<0.1%
16
6
<0.1%
17
11
<0.1%
18
23
0.1%
19
16
<0.1%
20
27
0.1%
21
36
0.2%
22
42
0.2%
23
43
0.2%
LARGEST VALUES

95
1
<0.1%
94
1
<0.1%
93
1
<0.1%
91
1
<0.1%
90
6
<0.1%
89
2
<0.1%
88
6
<0.1%
87
11
<0.1%
86
10
<0.1%
85
19
0.1%
84
25
0.1%
83
32
0.2%
82
35
0.2%
81
47
0.2%
80
80
0.4%
mentality_penalties
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

attacking_finishing
0.85
attacking_volleys
0.85
power_long_shots
0.82
mentality_positioning
0.81
shooting
0.80
skill_dribbling
0.78
skill_ball_control
0.78
skill_curve
0.76
skill_fk_accuracy
0.74
attacking_short_passing
0.69
power_shot_power
0.67
attacking_crossing
0.65
mentality_vision
0.63
goalkeeping_diving
-0.63

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.75
team_position
0.50
work_rate
0.39
weak_foot
0.35
international_reputation
0.21
player_tags
0.20
league_name
0.19
nation_position
0.17
real_face
0.16
league_rank
0.07
contract_valid_until
0.07
preferred_foot
0.05
MOST FREQUENT VALUES

55
523
2.8%
45
516
2.7%
49
516
2.7%
40
506
2.7%
42
502
2.6%
48
493
2.6%
58
477
2.5%
44
474
2.5%
60
474
2.5%
41
446
2.4%
52
438
2.3%
59
433
2.3%
51
430
2.3%
57
427
2.3%
46
422
2.2%
SMALLEST VALUES

6
1
<0.1%
7
5
<0.1%
8
9
<0.1%
9
6
<0.1%
10
72
0.4%
11
105
0.6%
12
125
0.7%
13
119
0.6%
14
135
0.7%
15
153
0.8%
16
131
0.7%
17
120
0.6%
18
153
0.8%
19
123
0.6%
20
88
0.5%
LARGEST VALUES

92
5
<0.1%
91
4
<0.1%
90
8
<0.1%
89
2
<0.1%
88
4
<0.1%
87
6
<0.1%
86
6
<0.1%
85
15
<0.1%
84
8
<0.1%
83
23
0.1%
82
18
<0.1%
81
27
0.1%
80
48
0.3%
79
31
0.2%
78
56
0.3%
mentality_composure
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

attacking_short_passing
0.73
skill_ball_control
0.72
passing
0.71
overall
0.71
movement_reactions
0.69
skill_long_passing
0.69
mentality_vision
0.67
skill_curve
0.66
skill_dribbling
0.66
power_long_shots
0.66
attacking_volleys
0.63
mentality_positioning
0.63
power_shot_power
0.63
dribbling
0.62

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.61
team_position
0.42
league_name
0.37
international_reputation
0.37
real_face
0.34
work_rate
0.33
weak_foot
0.31
player_tags
0.28
nation_position
0.22
league_rank
0.14
contract_valid_until
0.12
preferred_foot
0.06
MOST FREQUENT VALUES

58
725
3.8%
62
703
3.7%
60
694
3.7%
65
691
3.6%
55
656
3.5%
64
635
3.4%
59
626
3.3%
63
586
3.1%
68
584
3.1%
57
584
3.1%
66
568
3.0%
56
549
2.9%
67
528
2.8%
61
524
2.8%
70
520
2.7%
SMALLEST VALUES

12
4
<0.1%
13
4
<0.1%
14
2
<0.1%
15
3
<0.1%
16
2
<0.1%
17
3
<0.1%
18
4
<0.1%
19
7
<0.1%
20
6
<0.1%
21
33
0.2%
22
40
0.2%
23
43
0.2%
24
35
0.2%
25
32
0.2%
26
42
0.2%
LARGEST VALUES

96
1
<0.1%
95
1
<0.1%
94
1
<0.1%
93
2
<0.1%
92
3
<0.1%
91
3
<0.1%
90
9
<0.1%
89
5
<0.1%
88
7
<0.1%
87
11
<0.1%
86
26
0.1%
85
23
0.1%
84
44
0.2%
83
48
0.3%
82
85
0.4%
defending_marking
MISSING:
18,944
(100%)
defending_standing_tackle
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

defending
0.98
defending_sliding_tackle
0.98
mentality_interceptions
0.95
mentality_aggression
0.74
skill_long_passing
0.60
power_stamina
0.59
attacking_short_passing
0.56
attacking_heading_accuracy
0.56
goalkeeping_reflexes
-0.54
goalkeeping_kicking
-0.54
goalkeeping_diving
-0.54
goalkeeping_handling
-0.54
goalkeeping_positioning
-0.53
physic
0.49

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.58
team_position
0.57
work_rate
0.43
nation_position
0.18
player_tags
0.17
league_name
0.14
real_face
0.13
preferred_foot
0.11
weak_foot
0.11
international_reputation
0.10
league_rank
0.05
contract_valid_until
0.05
MOST FREQUENT VALUES

64
633
3.3%
65
604
3.2%
63
577
3.0%
66
546
2.9%
62
543
2.9%
67
509
2.7%
68
505
2.7%
61
444
2.3%
70
431
2.3%
59
425
2.2%
60
417
2.2%
14
388
2.0%
13
386
2.0%
69
380
2.0%
58
369
1.9%
SMALLEST VALUES

5
1
<0.1%
6
3
<0.1%
7
10
<0.1%
8
19
0.1%
9
45
0.2%
10
205
1.1%
11
335
1.8%
12
366
1.9%
13
386
2.0%
14
388
2.0%
15
324
1.7%
16
220
1.2%
17
235
1.2%
18
261
1.4%
19
263
1.4%
LARGEST VALUES

93
1
<0.1%
90
3
<0.1%
89
4
<0.1%
88
5
<0.1%
87
11
<0.1%
86
16
<0.1%
85
13
<0.1%
84
24
0.1%
83
34
0.2%
82
35
0.2%
81
51
0.3%
80
85
0.4%
79
89
0.5%
78
133
0.7%
77
163
0.9%
defending_sliding_tackle
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

defending_standing_tackle
0.98
defending
0.96
mentality_interceptions
0.94
mentality_aggression
0.72
skill_long_passing
0.57
power_stamina
0.56
attacking_heading_accuracy
0.54
attacking_short_passing
0.53
goalkeeping_reflexes
-0.52
goalkeeping_kicking
-0.52
goalkeeping_diving
-0.52
goalkeeping_handling
-0.52
goalkeeping_positioning
-0.51
shooting
-0.47

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_position
0.57
skill_moves
0.57
work_rate
0.42
nation_position
0.18
player_tags
0.16
league_name
0.13
preferred_foot
0.12
weak_foot
0.11
real_face
0.11
international_reputation
0.08
contract_valid_until
0.05
league_rank
0.05
MOST FREQUENT VALUES

62
613
3.2%
64
571
3.0%
65
522
2.8%
63
519
2.7%
61
504
2.7%
60
496
2.6%
58
473
2.5%
59
458
2.4%
13
445
2.3%
66
435
2.3%
12
424
2.2%
14
412
2.2%
57
411
2.2%
68
403
2.1%
67
402
2.1%
SMALLEST VALUES

4
1
<0.1%
6
4
<0.1%
7
4
<0.1%
8
20
0.1%
9
44
0.2%
10
231
1.2%
11
324
1.7%
12
424
2.2%
13
445
2.3%
14
412
2.2%
15
298
1.6%
16
278
1.5%
17
269
1.4%
18
315
1.7%
19
322
1.7%
LARGEST VALUES

90
3
<0.1%
88
2
<0.1%
87
5
<0.1%
86
9
<0.1%
85
13
<0.1%
84
10
<0.1%
83
17
<0.1%
82
27
0.1%
81
42
0.2%
80
52
0.3%
79
49
0.3%
78
61
0.3%
77
102
0.5%
76
143
0.8%
75
140
0.7%
goalkeeping_diving
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

gk_diving
1.00
goalkeeping_reflexes
0.97
goalkeeping_handling
0.97
goalkeeping_positioning
0.97
goalkeeping_kicking
0.97
gk_reflexes
0.92
gk_positioning
0.86
gk_handling
0.85
skill_ball_control
-0.80
skill_dribbling
-0.76
gk_kicking
0.75
attacking_heading_accuracy
-0.74
attacking_short_passing
-0.73
power_stamina
-0.69

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.97
team_position
0.62
work_rate
0.32
weak_foot
0.25
nation_position
0.19
preferred_foot
0.10
player_tags
0.09
league_name
0.04
contract_valid_until
0.03
league_rank
0.02
international_reputation
0.01
real_face
0.01
MOST FREQUENT VALUES

8
1,689
8.9%
7
1,669
8.8%
12
1,668
8.8%
11
1,640
8.7%
14
1,638
8.6%
9
1,636
8.6%
10
1,635
8.6%
13
1,622
8.6%
6
1,453
7.7%
15
1,222
6.5%
5
490
2.6%
16
434
2.3%
66
116
0.6%
64
114
0.6%
65
112
0.6%
SMALLEST VALUES

1
2
<0.1%
2
5
<0.1%
3
13
<0.1%
4
14
<0.1%
5
490
2.6%
6
1,453
7.7%
7
1,669
8.8%
8
1,689
8.9%
9
1,636
8.6%
10
1,635
8.6%
11
1,640
8.7%
12
1,668
8.8%
13
1,622
8.6%
14
1,638
8.6%
15
1,222
6.5%
LARGEST VALUES

90
1
<0.1%
89
2
<0.1%
88
3
<0.1%
87
2
<0.1%
86
4
<0.1%
85
6
<0.1%
84
12
<0.1%
83
3
<0.1%
82
15
<0.1%
81
17
<0.1%
80
18
<0.1%
79
25
0.1%
78
26
0.1%
77
37
0.2%
76
34
0.2%
goalkeeping_handling
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

gk_handling
1.00
goalkeeping_reflexes
0.97
goalkeeping_diving
0.97
goalkeeping_positioning
0.97
goalkeeping_kicking
0.97
gk_positioning
0.88
gk_diving
0.85
gk_reflexes
0.83
skill_ball_control
-0.80
gk_kicking
0.77
skill_dribbling
-0.76
attacking_heading_accuracy
-0.74
attacking_short_passing
-0.73
power_stamina
-0.69

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.97
team_position
0.61
work_rate
0.32
weak_foot
0.25
nation_position
0.19
preferred_foot
0.10
player_tags
0.10
league_name
0.04
contract_valid_until
0.03
league_rank
0.02
international_reputation
0.01
real_face
0.01
MOST FREQUENT VALUES

10
1,721
9.1%
12
1,710
9.0%
11
1,665
8.8%
13
1,663
8.8%
7
1,662
8.8%
9
1,649
8.7%
14
1,637
8.6%
8
1,617
8.5%
6
1,352
7.1%
15
1,152
6.1%
16
493
2.6%
5
476
2.5%
62
126
0.7%
63
119
0.6%
60
119
0.6%
SMALLEST VALUES

1
2
<0.1%
2
7
<0.1%
3
16
<0.1%
4
12
<0.1%
5
476
2.5%
6
1,352
7.1%
7
1,662
8.8%
8
1,617
8.5%
9
1,649
8.7%
10
1,721
9.1%
11
1,665
8.8%
12
1,710
9.0%
13
1,663
8.8%
14
1,637
8.6%
15
1,152
6.1%
LARGEST VALUES

92
1
<0.1%
89
1
<0.1%
88
1
<0.1%
87
1
<0.1%
86
1
<0.1%
85
3
<0.1%
84
1
<0.1%
83
2
<0.1%
82
10
<0.1%
81
8
<0.1%
80
14
<0.1%
79
9
<0.1%
78
15
<0.1%
77
19
0.1%
76
27
0.1%
goalkeeping_kicking
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

gk_kicking
1.00
goalkeeping_reflexes
0.97
goalkeeping_diving
0.97
goalkeeping_handling
0.97
goalkeeping_positioning
0.97
skill_ball_control
-0.79
gk_handling
0.77
gk_positioning
0.76
skill_dribbling
-0.76
gk_diving
0.75
attacking_heading_accuracy
-0.74
gk_reflexes
0.74
attacking_short_passing
-0.73
power_stamina
-0.69

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.97
team_position
0.61
work_rate
0.32
weak_foot
0.25
nation_position
0.19
preferred_foot
0.11
player_tags
0.10
league_name
0.04
contract_valid_until
0.03
league_rank
0.02
international_reputation
0.02
real_face
0.01
MOST FREQUENT VALUES

9
1,717
9.1%
12
1,701
9.0%
13
1,685
8.9%
14
1,673
8.8%
7
1,666
8.8%
10
1,614
8.5%
8
1,610
8.5%
11
1,594
8.4%
6
1,397
7.4%
15
1,139
6.0%
5
502
2.6%
16
476
2.5%
60
139
0.7%
58
128
0.7%
62
124
0.7%
SMALLEST VALUES

1
3
<0.1%
2
4
<0.1%
3
16
<0.1%
4
12
<0.1%
5
502
2.6%
6
1,397
7.4%
7
1,666
8.8%
8
1,610
8.5%
9
1,717
9.1%
10
1,614
8.5%
11
1,594
8.4%
12
1,701
9.0%
13
1,685
8.9%
14
1,673
8.8%
15
1,139
6.0%
LARGEST VALUES

93
1
<0.1%
91
1
<0.1%
90
1
<0.1%
88
1
<0.1%
87
2
<0.1%
85
3
<0.1%
84
3
<0.1%
83
4
<0.1%
82
4
<0.1%
81
5
<0.1%
80
6
<0.1%
79
8
<0.1%
78
13
<0.1%
77
19
0.1%
76
18
<0.1%
goalkeeping_positioning
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

gk_positioning
1.00
goalkeeping_reflexes
0.97
goalkeeping_diving
0.97
goalkeeping_handling
0.97
goalkeeping_kicking
0.97
gk_handling
0.88
gk_diving
0.86
gk_reflexes
0.86
skill_ball_control
-0.79
gk_kicking
0.76
skill_dribbling
-0.76
attacking_heading_accuracy
-0.74
attacking_short_passing
-0.73
power_stamina
-0.69

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.97
team_position
0.62
work_rate
0.32
weak_foot
0.25
nation_position
0.20
preferred_foot
0.11
player_tags
0.10
league_name
0.04
contract_valid_until
0.03
league_rank
0.02
international_reputation
0.02
real_face
0.00
MOST FREQUENT VALUES

8
1,760
9.3%
7
1,706
9.0%
10
1,689
8.9%
11
1,680
8.9%
9
1,649
8.7%
12
1,618
8.5%
14
1,616
8.5%
13
1,554
8.2%
6
1,327
7.0%
15
1,222
6.5%
5
504
2.7%
16
459
2.4%
66
111
0.6%
65
107
0.6%
62
103
0.5%
SMALLEST VALUES

1
2
<0.1%
2
7
<0.1%
3
13
<0.1%
4
19
0.1%
5
504
2.7%
6
1,327
7.0%
7
1,706
9.0%
8
1,760
9.3%
9
1,649
8.7%
10
1,689
8.9%
11
1,680
8.9%
12
1,618
8.5%
13
1,554
8.2%
14
1,616
8.5%
15
1,222
6.5%
LARGEST VALUES

91
2
<0.1%
90
1
<0.1%
89
1
<0.1%
88
1
<0.1%
87
2
<0.1%
86
2
<0.1%
85
1
<0.1%
84
5
<0.1%
83
8
<0.1%
82
13
<0.1%
81
13
<0.1%
80
13
<0.1%
79
24
0.1%
78
12
<0.1%
77
29
0.2%
goalkeeping_reflexes
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

gk_reflexes
1.00
goalkeeping_diving
0.97
goalkeeping_handling
0.97
goalkeeping_positioning
0.97
goalkeeping_kicking
0.97
gk_diving
0.92
gk_positioning
0.86
gk_handling
0.83
skill_ball_control
-0.80
skill_dribbling
-0.76
attacking_heading_accuracy
-0.74
gk_kicking
0.74
attacking_short_passing
-0.73
power_stamina
-0.69

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.97
team_position
0.62
work_rate
0.32
weak_foot
0.26
nation_position
0.19
preferred_foot
0.10
player_tags
0.10
league_name
0.04
contract_valid_until
0.03
league_rank
0.02
international_reputation
0.01
real_face
0.01
MOST FREQUENT VALUES

10
1,687
8.9%
11
1,684
8.9%
7
1,681
8.9%
9
1,681
8.9%
13
1,653
8.7%
8
1,646
8.7%
12
1,631
8.6%
14
1,628
8.6%
6
1,402
7.4%
15
1,158
6.1%
5
485
2.6%
16
436
2.3%
64
113
0.6%
63
103
0.5%
68
102
0.5%
SMALLEST VALUES

1
2
<0.1%
2
3
<0.1%
3
17
<0.1%
4
18
<0.1%
5
485
2.6%
6
1,402
7.4%
7
1,681
8.9%
8
1,646
8.7%
9
1,681
8.9%
10
1,687
8.9%
11
1,684
8.9%
12
1,631
8.6%
13
1,653
8.7%
14
1,628
8.6%
15
1,158
6.1%
LARGEST VALUES

90
4
<0.1%
89
6
<0.1%
88
7
<0.1%
87
3
<0.1%
86
9
<0.1%
85
5
<0.1%
84
14
<0.1%
83
12
<0.1%
82
16
<0.1%
81
14
<0.1%
80
26
0.1%
79
35
0.2%
78
33
0.2%
77
36
0.2%
76
33
0.2%
ls
MISSING:
---
708
4%
-
-
61+2
702
4%
-
-
60+2
686
4%
-
-
58+2
674
4%
-
-
59+2
671
4%
-
-
57+2
626
3%
-
-
63+2
624
3%
-
-
62+2
605
3%
-
-
55+2
582
3%
-
-
56+2
570
3%
-
-
54+2
560
3%
-
-
52+2
545
3%
-
-
53+2
535
3%
-
-
64+2
509
3%
-
-
51+2
496
3%
-
-
65+2
455
2%
-
-
66+2
411
2%
-
-
50+2
393
2%
-
-
49+2
388
2%
-
-
67+2
375
2%
-
-
48+2
358
2%
-
-
46+2
347
2%
-
-
47+2
338
2%
-
-
68+2
301
2%
-
-
69+2
297
2%
-
-
45+2
261
1%
-
-
44+2
261
1%
-
-
70+2
214
1%
-
-
28+2
210
1%
-
-
43+2
206
1%
-
-
27+2
193
1%
-
-
71+2
186
<1%
-
-
29+2
182
<1%
-
-
42+2
178
<1%
-
-
41+2
175
<1%
-
-
72+2
155
<1%
-
-
26+2
150
<1%
-
-
30+2
150
<1%
-
-
20+2
147
<1%
-
-
21+2
144
<1%
-
-
22+2
134
<1%
-
-
19+2
127
<1%
-
-
40+2
125
<1%
-
-
25+2
106
<1%
-
-
39+2
101
<1%
-
-
23+2
98
<1%
-
-
73+2
97
<1%
-
-
74+2
97
<1%
-
-
24+2
89
<1%
-
-
67+0
88
<1%
-
-
31+2
84
<1%
-
-
70+0
75
<1%
-
-
64+0
75
<1%
-
-
38+2
72
<1%
-
-
65+0
66
<1%
-
-
66+0
64
<1%
-
-
69+0
63
<1%
-
-
71+0
62
<1%
-
-
75+2
60
<1%
-
-
72+0
58
<1%
-
-
68+0
1,635
9%
-
-
(Other)
st
MISSING:
---
708
4%
-
-
61+2
702
4%
-
-
60+2
686
4%
-
-
58+2
674
4%
-
-
59+2
671
4%
-
-
57+2
626
3%
-
-
63+2
624
3%
-
-
62+2
605
3%
-
-
55+2
582
3%
-
-
56+2
570
3%
-
-
54+2
560
3%
-
-
52+2
545
3%
-
-
53+2
535
3%
-
-
64+2
509
3%
-
-
51+2
496
3%
-
-
65+2
455
2%
-
-
66+2
411
2%
-
-
50+2
393
2%
-
-
49+2
388
2%
-
-
67+2
375
2%
-
-
48+2
358
2%
-
-
46+2
347
2%
-
-
47+2
338
2%
-
-
68+2
301
2%
-
-
69+2
297
2%
-
-
45+2
261
1%
-
-
44+2
261
1%
-
-
70+2
214
1%
-
-
28+2
210
1%
-
-
43+2
206
1%
-
-
27+2
193
1%
-
-
71+2
186
<1%
-
-
29+2
182
<1%
-
-
42+2
178
<1%
-
-
41+2
175
<1%
-
-
72+2
155
<1%
-
-
26+2
150
<1%
-
-
30+2
150
<1%
-
-
20+2
147
<1%
-
-
21+2
144
<1%
-
-
22+2
134
<1%
-
-
19+2
127
<1%
-
-
40+2
125
<1%
-
-
25+2
106
<1%
-
-
39+2
101
<1%
-
-
23+2
98
<1%
-
-
73+2
97
<1%
-
-
74+2
97
<1%
-
-
24+2
89
<1%
-
-
67+0
88
<1%
-
-
31+2
84
<1%
-
-
70+0
75
<1%
-
-
64+0
75
<1%
-
-
38+2
72
<1%
-
-
65+0
66
<1%
-
-
66+0
64
<1%
-
-
69+0
63
<1%
-
-
71+0
62
<1%
-
-
75+2
60
<1%
-
-
72+0
58
<1%
-
-
68+0
1,635
9%
-
-
(Other)
rs
MISSING:
---
708
4%
-
-
61+2
702
4%
-
-
60+2
686
4%
-
-
58+2
674
4%
-
-
59+2
671
4%
-
-
57+2
626
3%
-
-
63+2
624
3%
-
-
62+2
605
3%
-
-
55+2
582
3%
-
-
56+2
570
3%
-
-
54+2
560
3%
-
-
52+2
545
3%
-
-
53+2
535
3%
-
-
64+2
509
3%
-
-
51+2
496
3%
-
-
65+2
455
2%
-
-
66+2
411
2%
-
-
50+2
393
2%
-
-
49+2
388
2%
-
-
67+2
375
2%
-
-
48+2
358
2%
-
-
46+2
347
2%
-
-
47+2
338
2%
-
-
68+2
301
2%
-
-
69+2
297
2%
-
-
45+2
261
1%
-
-
44+2
261
1%
-
-
70+2
214
1%
-
-
28+2
210
1%
-
-
43+2
206
1%
-
-
27+2
193
1%
-
-
71+2
186
<1%
-
-
29+2
182
<1%
-
-
42+2
178
<1%
-
-
41+2
175
<1%
-
-
72+2
155
<1%
-
-
26+2
150
<1%
-
-
30+2
150
<1%
-
-
20+2
147
<1%
-
-
21+2
144
<1%
-
-
22+2
134
<1%
-
-
19+2
127
<1%
-
-
40+2
125
<1%
-
-
25+2
106
<1%
-
-
39+2
101
<1%
-
-
23+2
98
<1%
-
-
73+2
97
<1%
-
-
74+2
97
<1%
-
-
24+2
89
<1%
-
-
67+0
88
<1%
-
-
31+2
84
<1%
-
-
70+0
75
<1%
-
-
64+0
75
<1%
-
-
38+2
72
<1%
-
-
65+0
66
<1%
-
-
66+0
64
<1%
-
-
69+0
63
<1%
-
-
71+0
62
<1%
-
-
75+2
60
<1%
-
-
72+0
58
<1%
-
-
68+0
1,635
9%
-
-
(Other)
lw
MISSING:
---
749
4%
-
-
64+0
732
4%
-
-
63+0
730
4%
-
-
61+0
717
4%
-
-
60+0
716
4%
-
-
62+0
713
4%
-
-
65+0
695
4%
-
-
59+0
665
4%
-
-
58+0
609
3%
-
-
66+0
608
3%
-
-
57+0
597
3%
-
-
56+0
586
3%
-
-
67+0
537
3%
-
-
55+0
516
3%
-
-
69+0
500
3%
-
-
68+0
463
2%
-
-
54+0
447
2%
-
-
53+0
438
2%
-
-
52+0
373
2%
-
-
70+0
355
2%
-
-
51+0
349
2%
-
-
71+0
329
2%
-
-
50+0
328
2%
-
-
49+0
298
2%
-
-
72+0
281
1%
-
-
73+0
263
1%
-
-
48+0
243
1%
-
-
47+0
231
1%
-
-
45+0
212
1%
-
-
74+0
193
1%
-
-
75+0
193
1%
-
-
26+0
192
1%
-
-
25+0
190
1%
-
-
46+0
174
<1%
-
-
42+0
173
<1%
-
-
43+0
167
<1%
-
-
18+0
163
<1%
-
-
27+0
162
<1%
-
-
19+0
160
<1%
-
-
44+0
152
<1%
-
-
41+0
142
<1%
-
-
24+0
138
<1%
-
-
40+0
131
<1%
-
-
23+0
130
<1%
-
-
28+0
123
<1%
-
-
76+0
115
<1%
-
-
20+0
111
<1%
-
-
17+0
108
<1%
-
-
29+0
104
<1%
-
-
22+0
101
<1%
-
-
39+0
101
<1%
-
-
77+0
98
<1%
-
-
38+0
93
<1%
-
-
36+0
92
<1%
-
-
37+0
91
<1%
-
-
21+0
82
<1%
-
-
78+0
73
<1%
-
-
16+0
69
<1%
-
-
30+0
66
<1%
-
-
35+0
62
<1%
-
-
79+0
715
4%
-
-
(Other)
lf
MISSING:
---
771
4%
-
-
62+0
769
4%
-
-
61+0
735
4%
-
-
60+0
728
4%
-
-
63+0
673
4%
-
-
64+0
669
4%
-
-
59+0
648
3%
-
-
58+0
632
3%
-
-
65+0
624
3%
-
-
66+0
614
3%
-
-
57+0
595
3%
-
-
56+0
556
3%
-
-
67+0
532
3%
-
-
55+0
502
3%
-
-
68+0
498
3%
-
-
54+0
454
2%
-
-
69+0
446
2%
-
-
53+0
421
2%
-
-
52+0
410
2%
-
-
70+0
404
2%
-
-
51+0
367
2%
-
-
71+0
339
2%
-
-
50+0
336
2%
-
-
49+0
312
2%
-
-
48+0
297
2%
-
-
47+0
282
1%
-
-
72+0
245
1%
-
-
73+0
228
1%
-
-
46+0
225
1%
-
-
45+0
221
1%
-
-
74+0
196
1%
-
-
44+0
195
1%
-
-
43+0
191
1%
-
-
27+0
177
<1%
-
-
42+0
170
<1%
-
-
28+0
168
<1%
-
-
75+0
164
<1%
-
-
26+0
158
<1%
-
-
40+0
158
<1%
-
-
20+0
150
<1%
-
-
25+0
149
<1%
-
-
41+0
144
<1%
-
-
21+0
141
<1%
-
-
29+0
133
<1%
-
-
30+0
126
<1%
-
-
76+0
124
<1%
-
-
24+0
123
<1%
-
-
19+0
111
<1%
-
-
77+0
107
<1%
-
-
39+0
106
<1%
-
-
38+0
104
<1%
-
-
31+0
103
<1%
-
-
23+0
99
<1%
-
-
22+0
97
<1%
-
-
18+0
83
<1%
-
-
37+0
76
<1%
-
-
36+0
75
<1%
-
-
78+0
74
<1%
-
-
35+0
68
<1%
-
-
33+0
61
<1%
-
-
79+0
580
3%
-
-
(Other)
cf
MISSING:
---
771
4%
-
-
62+0
769
4%
-
-
61+0
735
4%
-
-
60+0
728
4%
-
-
63+0
673
4%
-
-
64+0
669
4%
-
-
59+0
648
3%
-
-
58+0
632
3%
-
-
65+0
624
3%
-
-
66+0
614
3%
-
-
57+0
595
3%
-
-
56+0
556
3%
-
-
67+0
532
3%
-
-
55+0
502
3%
-
-
68+0
498
3%
-
-
54+0
454
2%
-
-
69+0
446
2%
-
-
53+0
421
2%
-
-
52+0
410
2%
-
-
70+0
404
2%
-
-
51+0
367
2%
-
-
71+0
339
2%
-
-
50+0
336
2%
-
-
49+0
312
2%
-
-
48+0
297
2%
-
-
47+0
282
1%
-
-
72+0
245
1%
-
-
73+0
228
1%
-
-
46+0
225
1%
-
-
45+0
221
1%
-
-
74+0
196
1%
-
-
44+0
195
1%
-
-
43+0
191
1%
-
-
27+0
177
<1%
-
-
42+0
170
<1%
-
-
28+0
168
<1%
-
-
75+0
164
<1%
-
-
26+0
158
<1%
-
-
40+0
158
<1%
-
-
20+0
150
<1%
-
-
25+0
149
<1%
-
-
41+0
144
<1%
-
-
21+0
141
<1%
-
-
29+0
133
<1%
-
-
30+0
126
<1%
-
-
76+0
124
<1%
-
-
24+0
123
<1%
-
-
19+0
111
<1%
-
-
77+0
107
<1%
-
-
39+0
106
<1%
-
-
38+0
104
<1%
-
-
31+0
103
<1%
-
-
23+0
99
<1%
-
-
22+0
97
<1%
-
-
18+0
83
<1%
-
-
37+0
76
<1%
-
-
36+0
75
<1%
-
-
78+0
74
<1%
-
-
35+0
68
<1%
-
-
33+0
61
<1%
-
-
79+0
580
3%
-
-
(Other)
rf
MISSING:
---
771
4%
-
-
62+0
769
4%
-
-
61+0
735
4%
-
-
60+0
728
4%
-
-
63+0
673
4%
-
-
64+0
669
4%
-
-
59+0
648
3%
-
-
58+0
632
3%
-
-
65+0
624
3%
-
-
66+0
614
3%
-
-
57+0
595
3%
-
-
56+0
556
3%
-
-
67+0
532
3%
-
-
55+0
502
3%
-
-
68+0
498
3%
-
-
54+0
454
2%
-
-
69+0
446
2%
-
-
53+0
421
2%
-
-
52+0
410
2%
-
-
70+0
404
2%
-
-
51+0
367
2%
-
-
71+0
339
2%
-
-
50+0
336
2%
-
-
49+0
312
2%
-
-
48+0
297
2%
-
-
47+0
282
1%
-
-
72+0
245
1%
-
-
73+0
228
1%
-
-
46+0
225
1%
-
-
45+0
221
1%
-
-
74+0
196
1%
-
-
44+0
195
1%
-
-
43+0
191
1%
-
-
27+0
177
<1%
-
-
42+0
170
<1%
-
-
28+0
168
<1%
-
-
75+0
164
<1%
-
-
26+0
158
<1%
-
-
40+0
158
<1%
-
-
20+0
150
<1%
-
-
25+0
149
<1%
-
-
41+0
144
<1%
-
-
21+0
141
<1%
-
-
29+0
133
<1%
-
-
30+0
126
<1%
-
-
76+0
124
<1%
-
-
24+0
123
<1%
-
-
19+0
111
<1%
-
-
77+0
107
<1%
-
-
39+0
106
<1%
-
-
38+0
104
<1%
-
-
31+0
103
<1%
-
-
23+0
99
<1%
-
-
22+0
97
<1%
-
-
18+0
83
<1%
-
-
37+0
76
<1%
-
-
36+0
75
<1%
-
-
78+0
74
<1%
-
-
35+0
68
<1%
-
-
33+0
61
<1%
-
-
79+0
580
3%
-
-
(Other)
rw
MISSING:
---
749
4%
-
-
64+0
732
4%
-
-
63+0
730
4%
-
-
61+0
717
4%
-
-
60+0
716
4%
-
-
62+0
713
4%
-
-
65+0
695
4%
-
-
59+0
665
4%
-
-
58+0
609
3%
-
-
66+0
608
3%
-
-
57+0
597
3%
-
-
56+0
586
3%
-
-
67+0
537
3%
-
-
55+0
516
3%
-
-
69+0
500
3%
-
-
68+0
463
2%
-
-
54+0
447
2%
-
-
53+0
438
2%
-
-
52+0
373
2%
-
-
70+0
355
2%
-
-
51+0
349
2%
-
-
71+0
329
2%
-
-
50+0
328
2%
-
-
49+0
298
2%
-
-
72+0
281
1%
-
-
73+0
263
1%
-
-
48+0
243
1%
-
-
47+0
231
1%
-
-
45+0
212
1%
-
-
74+0
193
1%
-
-
75+0
193
1%
-
-
26+0
192
1%
-
-
25+0
190
1%
-
-
46+0
174
<1%
-
-
42+0
173
<1%
-
-
43+0
167
<1%
-
-
18+0
163
<1%
-
-
27+0
162
<1%
-
-
19+0
160
<1%
-
-
44+0
152
<1%
-
-
41+0
142
<1%
-
-
24+0
138
<1%
-
-
40+0
131
<1%
-
-
23+0
130
<1%
-
-
28+0
123
<1%
-
-
76+0
115
<1%
-
-
20+0
111
<1%
-
-
17+0
108
<1%
-
-
29+0
104
<1%
-
-
22+0
101
<1%
-
-
39+0
101
<1%
-
-
77+0
98
<1%
-
-
38+0
93
<1%
-
-
36+0
92
<1%
-
-
37+0
91
<1%
-
-
21+0
82
<1%
-
-
78+0
73
<1%
-
-
16+0
69
<1%
-
-
30+0
66
<1%
-
-
35+0
62
<1%
-
-
79+0
715
4%
-
-
(Other)
lam
MISSING:
---
713
4%
-
-
62+2
712
4%
-
-
59+2
709
4%
-
-
61+2
673
4%
-
-
63+2
668
4%
-
-
60+2
649
3%
-
-
57+2
637
3%
-
-
64+2
615
3%
-
-
58+2
595
3%
-
-
56+2
566
3%
-
-
65+2
566
3%
-
-
55+2
524
3%
-
-
66+2
508
3%
-
-
54+2
451
2%
-
-
67+2
435
2%
-
-
53+2
406
2%
-
-
52+2
404
2%
-
-
68+2
355
2%
-
-
51+2
351
2%
-
-
50+2
347
2%
-
-
49+2
318
2%
-
-
69+2
289
2%
-
-
48+2
271
1%
-
-
70+2
268
1%
-
-
47+2
253
1%
-
-
71+2
211
1%
-
-
45+2
207
1%
-
-
72+2
201
1%
-
-
73+2
189
<1%
-
-
46+2
180
<1%
-
-
44+2
164
<1%
-
-
43+2
158
<1%
-
-
28+2
157
<1%
-
-
42+2
153
<1%
-
-
20+2
153
<1%
-
-
41+2
148
<1%
-
-
27+2
145
<1%
-
-
26+2
144
<1%
-
-
25+2
138
<1%
-
-
21+2
136
<1%
-
-
22+2
136
<1%
-
-
23+2
132
<1%
-
-
74+2
131
<1%
-
-
24+2
124
<1%
-
-
29+2
122
<1%
-
-
31+2
121
<1%
-
-
40+2
119
<1%
-
-
75+2
105
<1%
-
-
19+2
100
<1%
-
-
30+2
96
<1%
-
-
39+2
95
<1%
-
-
38+2
88
<1%
-
-
33+2
87
<1%
-
-
32+2
86
<1%
-
-
76+2
86
<1%
-
-
34+2
83
<1%
-
-
35+2
79
<1%
-
-
36+2
75
<1%
-
-
37+2
65
<1%
-
-
65+1
65
<1%
-
-
18+2
2,182
12%
-
-
(Other)
cam
MISSING:
---
713
4%
-
-
62+2
712
4%
-
-
59+2
709
4%
-
-
61+2
673
4%
-
-
63+2
668
4%
-
-
60+2
649
3%
-
-
57+2
637
3%
-
-
64+2
615
3%
-
-
58+2
595
3%
-
-
56+2
566
3%
-
-
65+2
566
3%
-
-
55+2
524
3%
-
-
66+2
508
3%
-
-
54+2
451
2%
-
-
67+2
435
2%
-
-
53+2
406
2%
-
-
52+2
404
2%
-
-
68+2
355
2%
-
-
51+2
351
2%
-
-
50+2
347
2%
-
-
49+2
318
2%
-
-
69+2
289
2%
-
-
48+2
271
1%
-
-
70+2
268
1%
-
-
47+2
253
1%
-
-
71+2
211
1%
-
-
45+2
207
1%
-
-
72+2
201
1%
-
-
73+2
189
<1%
-
-
46+2
180
<1%
-
-
44+2
164
<1%
-
-
43+2
158
<1%
-
-
28+2
157
<1%
-
-
42+2
153
<1%
-
-
20+2
153
<1%
-
-
41+2
148
<1%
-
-
27+2
145
<1%
-
-
26+2
144
<1%
-
-
25+2
138
<1%
-
-
21+2
136
<1%
-
-
22+2
136
<1%
-
-
23+2
132
<1%
-
-
74+2
131
<1%
-
-
24+2
124
<1%
-
-
29+2
122
<1%
-
-
31+2
121
<1%
-
-
40+2
119
<1%
-
-
75+2
105
<1%
-
-
19+2
100
<1%
-
-
30+2
96
<1%
-
-
39+2
95
<1%
-
-
38+2
88
<1%
-
-
33+2
87
<1%
-
-
32+2
86
<1%
-
-
76+2
86
<1%
-
-
34+2
83
<1%
-
-
35+2
79
<1%
-
-
36+2
75
<1%
-
-
37+2
65
<1%
-
-
65+1
65
<1%
-
-
18+2
2,182
12%
-
-
(Other)
ram
MISSING:
---
713
4%
-
-
62+2
712
4%
-
-
59+2
709
4%
-
-
61+2
673
4%
-
-
63+2
668
4%
-
-
60+2
649
3%
-
-
57+2
637
3%
-
-
64+2
615
3%
-
-
58+2
595
3%
-
-
56+2
566
3%
-
-
65+2
566
3%
-
-
55+2
524
3%
-
-
66+2
508
3%
-
-
54+2
451
2%
-
-
67+2
435
2%
-
-
53+2
406
2%
-
-
52+2
404
2%
-
-
68+2
355
2%
-
-
51+2
351
2%
-
-
50+2
347
2%
-
-
49+2
318
2%
-
-
69+2
289
2%
-
-
48+2
271
1%
-
-
70+2
268
1%
-
-
47+2
253
1%
-
-
71+2
211
1%
-
-
45+2
207
1%
-
-
72+2
201
1%
-
-
73+2
189
<1%
-
-
46+2
180
<1%
-
-
44+2
164
<1%
-
-
43+2
158
<1%
-
-
28+2
157
<1%
-
-
42+2
153
<1%
-
-
20+2
153
<1%
-
-
41+2
148
<1%
-
-
27+2
145
<1%
-
-
26+2
144
<1%
-
-
25+2
138
<1%
-
-
21+2
136
<1%
-
-
22+2
136
<1%
-
-
23+2
132
<1%
-
-
74+2
131
<1%
-
-
24+2
124
<1%
-
-
29+2
122
<1%
-
-
31+2
121
<1%
-
-
40+2
119
<1%
-
-
75+2
105
<1%
-
-
19+2
100
<1%
-
-
30+2
96
<1%
-
-
39+2
95
<1%
-
-
38+2
88
<1%
-
-
33+2
87
<1%
-
-
32+2
86
<1%
-
-
76+2
86
<1%
-
-
34+2
83
<1%
-
-
35+2
79
<1%
-
-
36+2
75
<1%
-
-
37+2
65
<1%
-
-
65+1
65
<1%
-
-
18+2
2,182
12%
-
-
(Other)
lm
MISSING:
---
745
4%
-
-
61+2
723
4%
-
-
62+2
692
4%
-
-
63+2
682
4%
-
-
59+2
668
4%
-
-
64+2
646
3%
-
-
57+2
635
3%
-
-
58+2
624
3%
-
-
60+2
586
3%
-
-
56+2
575
3%
-
-
55+2
561
3%
-
-
65+2
549
3%
-
-
66+2
485
3%
-
-
54+2
470
2%
-
-
67+2
438
2%
-
-
53+2
408
2%
-
-
68+2
382
2%
-
-
52+2
370
2%
-
-
51+2
342
2%
-
-
50+2
327
2%
-
-
70+2
324
2%
-
-
69+2
279
1%
-
-
49+2
257
1%
-
-
71+2
246
1%
-
-
47+2
244
1%
-
-
48+2
212
1%
-
-
72+2
208
1%
-
-
73+2
191
1%
-
-
46+2
188
<1%
-
-
26+2
182
<1%
-
-
45+2
174
<1%
-
-
27+2
168
<1%
-
-
44+2
163
<1%
-
-
74+2
158
<1%
-
-
43+2
155
<1%
-
-
19+2
150
<1%
-
-
20+2
143
<1%
-
-
21+2
142
<1%
-
-
25+2
140
<1%
-
-
28+2
135
<1%
-
-
24+2
129
<1%
-
-
29+2
116
<1%
-
-
42+2
112
<1%
-
-
69+1
108
<1%
-
-
65+1
108
<1%
-
-
75+2
107
<1%
-
-
23+2
104
<1%
-
-
66+1
103
<1%
-
-
22+2
101
<1%
-
-
30+2
101
<1%
-
-
18+2
100
<1%
-
-
41+2
100
<1%
-
-
40+2
94
<1%
-
-
68+1
92
<1%
-
-
67+1
92
<1%
-
-
64+1
87
<1%
-
-
71+1
86
<1%
-
-
31+2
82
<1%
-
-
76+2
81
<1%
-
-
70+1
79
<1%
-
-
37+2
2,195
12%
-
-
(Other)
lcm
MISSING:
---
776
4%
-
-
61+2
761
4%
-
-
59+2
748
4%
-
-
60+2
720
4%
-
-
58+2
717
4%
-
-
62+2
716
4%
-
-
57+2
691
4%
-
-
56+2
682
4%
-
-
55+2
655
3%
-
-
54+2
635
3%
-
-
63+2
590
3%
-
-
53+2
556
3%
-
-
64+2
554
3%
-
-
65+2
521
3%
-
-
52+2
500
3%
-
-
51+2
476
3%
-
-
66+2
458
2%
-
-
50+2
408
2%
-
-
67+2
396
2%
-
-
48+2
389
2%
-
-
49+2
373
2%
-
-
68+2
309
2%
-
-
47+2
291
2%
-
-
69+2
259
1%
-
-
70+2
239
1%
-
-
46+2
226
1%
-
-
45+2
222
1%
-
-
71+2
189
<1%
-
-
72+2
178
<1%
-
-
44+2
176
<1%
-
-
43+2
173
<1%
-
-
26+2
166
<1%
-
-
23+2
156
<1%
-
-
21+2
155
<1%
-
-
25+2
152
<1%
-
-
24+2
149
<1%
-
-
42+2
142
<1%
-
-
22+2
142
<1%
-
-
27+2
141
<1%
-
-
20+2
141
<1%
-
-
73+2
119
<1%
-
-
28+2
109
<1%
-
-
41+2
108
<1%
-
-
29+2
105
<1%
-
-
40+2
103
<1%
-
-
30+2
101
<1%
-
-
74+2
92
<1%
-
-
31+2
87
<1%
-
-
75+2
85
<1%
-
-
32+2
77
<1%
-
-
39+2
69
<1%
-
-
33+2
69
<1%
-
-
19+2
67
<1%
-
-
34+2
59
<1%
-
-
37+2
55
<1%
-
-
67+0
54
<1%
-
-
77+2
54
<1%
-
-
38+2
52
<1%
-
-
76+2
51
<1%
-
-
36+2
49
<1%
-
-
18+2
1,451
8%
-
-
(Other)
cm
MISSING:
---
776
4%
-
-
61+2
761
4%
-
-
59+2
748
4%
-
-
60+2
720
4%
-
-
58+2
717
4%
-
-
62+2
716
4%
-
-
57+2
691
4%
-
-
56+2
682
4%
-
-
55+2
655
3%
-
-
54+2
635
3%
-
-
63+2
590
3%
-
-
53+2
556
3%
-
-
64+2
554
3%
-
-
65+2
521
3%
-
-
52+2
500
3%
-
-
51+2
476
3%
-
-
66+2
458
2%
-
-
50+2
408
2%
-
-
67+2
396
2%
-
-
48+2
389
2%
-
-
49+2
373
2%
-
-
68+2
309
2%
-
-
47+2
291
2%
-
-
69+2
259
1%
-
-
70+2
239
1%
-
-
46+2
226
1%
-
-
45+2
222
1%
-
-
71+2
189
<1%
-
-
72+2
178
<1%
-
-
44+2
176
<1%
-
-
43+2
173
<1%
-
-
26+2
166
<1%
-
-
23+2
156
<1%
-
-
21+2
155
<1%
-
-
25+2
152
<1%
-
-
24+2
149
<1%
-
-
42+2
142
<1%
-
-
22+2
142
<1%
-
-
27+2
141
<1%
-
-
20+2
141
<1%
-
-
73+2
119
<1%
-
-
28+2
109
<1%
-
-
41+2
108
<1%
-
-
29+2
105
<1%
-
-
40+2
103
<1%
-
-
30+2
101
<1%
-
-
74+2
92
<1%
-
-
31+2
87
<1%
-
-
75+2
85
<1%
-
-
32+2
77
<1%
-
-
39+2
69
<1%
-
-
33+2
69
<1%
-
-
19+2
67
<1%
-
-
34+2
59
<1%
-
-
37+2
55
<1%
-
-
67+0
54
<1%
-
-
77+2
54
<1%
-
-
38+2
52
<1%
-
-
76+2
51
<1%
-
-
36+2
49
<1%
-
-
18+2
1,451
8%
-
-
(Other)
rcm
MISSING:
---
776
4%
-
-
61+2
761
4%
-
-
59+2
748
4%
-
-
60+2
720
4%
-
-
58+2
717
4%
-
-
62+2
716
4%
-
-
57+2
691
4%
-
-
56+2
682
4%
-
-
55+2
655
3%
-
-
54+2
635
3%
-
-
63+2
590
3%
-
-
53+2
556
3%
-
-
64+2
554
3%
-
-
65+2
521
3%
-
-
52+2
500
3%
-
-
51+2
476
3%
-
-
66+2
458
2%
-
-
50+2
408
2%
-
-
67+2
396
2%
-
-
48+2
389
2%
-
-
49+2
373
2%
-
-
68+2
309
2%
-
-
47+2
291
2%
-
-
69+2
259
1%
-
-
70+2
239
1%
-
-
46+2
226
1%
-
-
45+2
222
1%
-
-
71+2
189
<1%
-
-
72+2
178
<1%
-
-
44+2
176
<1%
-
-
43+2
173
<1%
-
-
26+2
166
<1%
-
-
23+2
156
<1%
-
-
21+2
155
<1%
-
-
25+2
152
<1%
-
-
24+2
149
<1%
-
-
42+2
142
<1%
-
-
22+2
142
<1%
-
-
27+2
141
<1%
-
-
20+2
141
<1%
-
-
73+2
119
<1%
-
-
28+2
109
<1%
-
-
41+2
108
<1%
-
-
29+2
105
<1%
-
-
40+2
103
<1%
-
-
30+2
101
<1%
-
-
74+2
92
<1%
-
-
31+2
87
<1%
-
-
75+2
85
<1%
-
-
32+2
77
<1%
-
-
39+2
69
<1%
-
-
33+2
69
<1%
-
-
19+2
67
<1%
-
-
34+2
59
<1%
-
-
37+2
55
<1%
-
-
67+0
54
<1%
-
-
77+2
54
<1%
-
-
38+2
52
<1%
-
-
76+2
51
<1%
-
-
36+2
49
<1%
-
-
18+2
1,451
8%
-
-
(Other)
rm
MISSING:
---
745
4%
-
-
61+2
723
4%
-
-
62+2
692
4%
-
-
63+2
682
4%
-
-
59+2
668
4%
-
-
64+2
646
3%
-
-
57+2
635
3%
-
-
58+2
624
3%
-
-
60+2
586
3%
-
-
56+2
575
3%
-
-
55+2
561
3%
-
-
65+2
549
3%
-
-
66+2
485
3%
-
-
54+2
470
2%
-
-
67+2
438
2%
-
-
53+2
408
2%
-
-
68+2
382
2%
-
-
52+2
370
2%
-
-
51+2
342
2%
-
-
50+2
327
2%
-
-
70+2
324
2%
-
-
69+2
279
1%
-
-
49+2
257
1%
-
-
71+2
246
1%
-
-
47+2
244
1%
-
-
48+2
212
1%
-
-
72+2
208
1%
-
-
73+2
191
1%
-
-
46+2
188
<1%
-
-
26+2
182
<1%
-
-
45+2
174
<1%
-
-
27+2
168
<1%
-
-
44+2
163
<1%
-
-
74+2
158
<1%
-
-
43+2
155
<1%
-
-
19+2
150
<1%
-
-
20+2
143
<1%
-
-
21+2
142
<1%
-
-
25+2
140
<1%
-
-
28+2
135
<1%
-
-
24+2
129
<1%
-
-
29+2
116
<1%
-
-
42+2
112
<1%
-
-
69+1
108
<1%
-
-
65+1
108
<1%
-
-
75+2
107
<1%
-
-
23+2
104
<1%
-
-
66+1
103
<1%
-
-
22+2
101
<1%
-
-
30+2
101
<1%
-
-
18+2
100
<1%
-
-
41+2
100
<1%
-
-
40+2
94
<1%
-
-
68+1
92
<1%
-
-
67+1
92
<1%
-
-
64+1
87
<1%
-
-
71+1
86
<1%
-
-
31+2
82
<1%
-
-
76+2
81
<1%
-
-
70+1
79
<1%
-
-
37+2
2,195
12%
-
-
(Other)
lwb
MISSING:
---
717
4%
-
-
59+2
710
4%
-
-
57+2
698
4%
-
-
60+2
675
4%
-
-
61+2
668
4%
-
-
58+2
647
3%
-
-
54+2
647
3%
-
-
63+2
632
3%
-
-
62+2
620
3%
-
-
56+2
608
3%
-
-
55+2
582
3%
-
-
53+2
564
3%
-
-
64+2
534
3%
-
-
52+2
533
3%
-
-
51+2
512
3%
-
-
65+2
476
3%
-
-
50+2
462
2%
-
-
49+2
431
2%
-
-
66+2
424
2%
-
-
47+2
415
2%
-
-
67+2
362
2%
-
-
48+2
359
2%
-
-
68+2
340
2%
-
-
46+2
306
2%
-
-
69+2
272
1%
-
-
45+2
268
1%
-
-
70+2
246
1%
-
-
44+2
231
1%
-
-
71+2
222
1%
-
-
43+2
210
1%
-
-
26+2
196
1%
-
-
25+2
191
1%
-
-
42+2
184
<1%
-
-
72+2
174
<1%
-
-
27+2
168
<1%
-
-
18+2
167
<1%
-
-
24+2
163
<1%
-
-
41+2
161
<1%
-
-
19+2
148
<1%
-
-
73+2
138
<1%
-
-
40+2
130
<1%
-
-
20+2
126
<1%
-
-
22+2
121
<1%
-
-
23+2
118
<1%
-
-
28+2
118
<1%
-
-
17+2
114
<1%
-
-
39+2
107
<1%
-
-
21+2
97
<1%
-
-
74+2
88
<1%
-
-
75+2
84
<1%
-
-
38+2
80
<1%
-
-
37+2
77
<1%
-
-
29+2
67
<1%
-
-
76+2
63
<1%
-
-
30+2
49
<1%
-
-
67+1
49
<1%
-
-
36+2
47
<1%
-
-
64+1
44
<1%
-
-
66+1
43
<1%
-
-
65+1
41
<1%
-
-
69+1
1,220
6%
-
-
(Other)
ldm
MISSING:
---
614
3%
-
-
61+2
609
3%
-
-
59+2
597
3%
-
-
56+2
594
3%
-
-
60+2
586
3%
-
-
62+2
579
3%
-
-
58+2
545
3%
-
-
63+2
528
3%
-
-
57+2
523
3%
-
-
64+2
517
3%
-
-
54+2
509
3%
-
-
52+2
495
3%
-
-
65+2
480
3%
-
-
55+2
474
3%
-
-
53+2
460
2%
-
-
50+2
459
2%
-
-
51+2
453
2%
-
-
49+2
437
2%
-
-
66+2
414
2%
-
-
67+2
410
2%
-
-
48+2
379
2%
-
-
47+2
362
2%
-
-
46+2
353
2%
-
-
45+2
346
2%
-
-
68+2
343
2%
-
-
44+2
331
2%
-
-
69+2
301
2%
-
-
43+2
262
1%
-
-
42+2
245
1%
-
-
70+2
233
1%
-
-
41+2
216
1%
-
-
71+2
195
1%
-
-
72+2
186
<1%
-
-
40+2
177
<1%
-
-
26+2
176
<1%
-
-
22+2
170
<1%
-
-
21+2
170
<1%
-
-
25+2
167
<1%
-
-
38+2
165
<1%
-
-
27+2
165
<1%
-
-
39+2
148
<1%
-
-
28+2
147
<1%
-
-
29+2
144
<1%
-
-
20+2
143
<1%
-
-
23+2
143
<1%
-
-
37+2
137
<1%
-
-
24+2
134
<1%
-
-
73+2
127
<1%
-
-
36+2
125
<1%
-
-
74+2
104
<1%
-
-
32+2
101
<1%
-
-
30+2
101
<1%
-
-
31+2
99
<1%
-
-
19+2
96
<1%
-
-
35+2
80
<1%
-
-
75+2
77
<1%
-
-
33+2
76
<1%
-
-
34+2
64
<1%
-
-
66+1
61
<1%
-
-
76+2
61
<1%
-
-
69+1
1,551
8%
-
-
(Other)
cdm
MISSING:
---
614
3%
-
-
61+2
609
3%
-
-
59+2
597
3%
-
-
56+2
594
3%
-
-
60+2
586
3%
-
-
62+2
579
3%
-
-
58+2
545
3%
-
-
63+2
528
3%
-
-
57+2
523
3%
-
-
64+2
517
3%
-
-
54+2
509
3%
-
-
52+2
495
3%
-
-
65+2
480
3%
-
-
55+2
474
3%
-
-
53+2
460
2%
-
-
50+2
459
2%
-
-
51+2
453
2%
-
-
49+2
437
2%
-
-
66+2
414
2%
-
-
67+2
410
2%
-
-
48+2
379
2%
-
-
47+2
362
2%
-
-
46+2
353
2%
-
-
45+2
346
2%
-
-
68+2
343
2%
-
-
44+2
331
2%
-
-
69+2
301
2%
-
-
43+2
262
1%
-
-
42+2
245
1%
-
-
70+2
233
1%
-
-
41+2
216
1%
-
-
71+2
195
1%
-
-
72+2
186
<1%
-
-
40+2
177
<1%
-
-
26+2
176
<1%
-
-
22+2
170
<1%
-
-
21+2
170
<1%
-
-
25+2
167
<1%
-
-
38+2
165
<1%
-
-
27+2
165
<1%
-
-
39+2
148
<1%
-
-
28+2
147
<1%
-
-
29+2
144
<1%
-
-
20+2
143
<1%
-
-
23+2
143
<1%
-
-
37+2
137
<1%
-
-
24+2
134
<1%
-
-
73+2
127
<1%
-
-
36+2
125
<1%
-
-
74+2
104
<1%
-
-
32+2
101
<1%
-
-
30+2
101
<1%
-
-
31+2
99
<1%
-
-
19+2
96
<1%
-
-
35+2
80
<1%
-
-
75+2
77
<1%
-
-
33+2
76
<1%
-
-
34+2
64
<1%
-
-
66+1
61
<1%
-
-
76+2
61
<1%
-
-
69+1
1,551
8%
-
-
(Other)
rdm
MISSING:
---
614
3%
-
-
61+2
609
3%
-
-
59+2
597
3%
-
-
56+2
594
3%
-
-
60+2
586
3%
-
-
62+2
579
3%
-
-
58+2
545
3%
-
-
63+2
528
3%
-
-
57+2
523
3%
-
-
64+2
517
3%
-
-
54+2
509
3%
-
-
52+2
495
3%
-
-
65+2
480
3%
-
-
55+2
474
3%
-
-
53+2
460
2%
-
-
50+2
459
2%
-
-
51+2
453
2%
-
-
49+2
437
2%
-
-
66+2
414
2%
-
-
67+2
410
2%
-
-
48+2
379
2%
-
-
47+2
362
2%
-
-
46+2
353
2%
-
-
45+2
346
2%
-
-
68+2
343
2%
-
-
44+2
331
2%
-
-
69+2
301
2%
-
-
43+2
262
1%
-
-
42+2
245
1%
-
-
70+2
233
1%
-
-
41+2
216
1%
-
-
71+2
195
1%
-
-
72+2
186
<1%
-
-
40+2
177
<1%
-
-
26+2
176
<1%
-
-
22+2
170
<1%
-
-
21+2
170
<1%
-
-
25+2
167
<1%
-
-
38+2
165
<1%
-
-
27+2
165
<1%
-
-
39+2
148
<1%
-
-
28+2
147
<1%
-
-
29+2
144
<1%
-
-
20+2
143
<1%
-
-
23+2
143
<1%
-
-
37+2
137
<1%
-
-
24+2
134
<1%
-
-
73+2
127
<1%
-
-
36+2
125
<1%
-
-
74+2
104
<1%
-
-
32+2
101
<1%
-
-
30+2
101
<1%
-
-
31+2
99
<1%
-
-
19+2
96
<1%
-
-
35+2
80
<1%
-
-
75+2
77
<1%
-
-
33+2
76
<1%
-
-
34+2
64
<1%
-
-
66+1
61
<1%
-
-
76+2
61
<1%
-
-
69+1
1,551
8%
-
-
(Other)
rwb
MISSING:
---
717
4%
-
-
59+2
710
4%
-
-
57+2
698
4%
-
-
60+2
675
4%
-
-
61+2
668
4%
-
-
58+2
647
3%
-
-
54+2
647
3%
-
-
63+2
632
3%
-
-
62+2
620
3%
-
-
56+2
608
3%
-
-
55+2
582
3%
-
-
53+2
564
3%
-
-
64+2
534
3%
-
-
52+2
533
3%
-
-
51+2
512
3%
-
-
65+2
476
3%
-
-
50+2
462
2%
-
-
49+2
431
2%
-
-
66+2
424
2%
-
-
47+2
415
2%
-
-
67+2
362
2%
-
-
48+2
359
2%
-
-
68+2
340
2%
-
-
46+2
306
2%
-
-
69+2
272
1%
-
-
45+2
268
1%
-
-
70+2
246
1%
-
-
44+2
231
1%
-
-
71+2
222
1%
-
-
43+2
210
1%
-
-
26+2
196
1%
-
-
25+2
191
1%
-
-
42+2
184
<1%
-
-
72+2
174
<1%
-
-
27+2
168
<1%
-
-
18+2
167
<1%
-
-
24+2
163
<1%
-
-
41+2
161
<1%
-
-
19+2
148
<1%
-
-
73+2
138
<1%
-
-
40+2
130
<1%
-
-
20+2
126
<1%
-
-
22+2
121
<1%
-
-
23+2
118
<1%
-
-
28+2
118
<1%
-
-
17+2
114
<1%
-
-
39+2
107
<1%
-
-
21+2
97
<1%
-
-
74+2
88
<1%
-
-
75+2
84
<1%
-
-
38+2
80
<1%
-
-
37+2
77
<1%
-
-
29+2
67
<1%
-
-
76+2
63
<1%
-
-
30+2
49
<1%
-
-
67+1
49
<1%
-
-
36+2
47
<1%
-
-
64+1
44
<1%
-
-
66+1
43
<1%
-
-
65+1
41
<1%
-
-
69+1
1,220
6%
-
-
(Other)
lb
MISSING:
---
680
4%
-
-
60+2
669
4%
-
-
61+2
668
4%
-
-
62+2
660
3%
-
-
63+2
642
3%
-
-
59+2
628
3%
-
-
58+2
611
3%
-
-
57+2
596
3%
-
-
64+2
590
3%
-
-
56+2
574
3%
-
-
65+2
564
3%
-
-
55+2
528
3%
-
-
54+2
512
3%
-
-
53+2
486
3%
-
-
66+2
482
3%
-
-
52+2
479
3%
-
-
49+2
478
3%
-
-
51+2
451
2%
-
-
48+2
431
2%
-
-
67+2
416
2%
-
-
50+2
380
2%
-
-
47+2
366
2%
-
-
68+2
352
2%
-
-
46+2
336
2%
-
-
69+2
335
2%
-
-
45+2
322
2%
-
-
44+2
315
2%
-
-
70+2
303
2%
-
-
43+2
246
1%
-
-
71+2
244
1%
-
-
42+2
227
1%
-
-
26+2
223
1%
-
-
41+2
205
1%
-
-
40+2
198
1%
-
-
25+2
191
1%
-
-
72+2
175
<1%
-
-
24+2
165
<1%
-
-
39+2
162
<1%
-
-
27+2
161
<1%
-
-
73+2
160
<1%
-
-
18+2
156
<1%
-
-
19+2
142
<1%
-
-
17+2
141
<1%
-
-
38+2
132
<1%
-
-
20+2
130
<1%
-
-
23+2
126
<1%
-
-
37+2
118
<1%
-
-
22+2
118
<1%
-
-
74+2
117
<1%
-
-
21+2
98
<1%
-
-
28+2
91
<1%
-
-
75+2
86
<1%
-
-
36+2
82
<1%
-
-
29+2
67
<1%
-
-
35+2
54
<1%
-
-
76+2
51
<1%
-
-
77+2
50
<1%
-
-
16+2
45
<1%
-
-
33+2
39
<1%
-
-
78+2
39
<1%
-
-
30+2
851
4%
-
-
(Other)
lcb
MISSING:
---
528
3%
-
-
61+2
523
3%
-
-
63+2
506
3%
-
-
62+2
503
3%
-
-
58+2
495
3%
-
-
60+2
478
3%
-
-
64+2
476
3%
-
-
59+2
458
2%
-
-
65+2
432
2%
-
-
57+2
401
2%
-
-
66+2
400
2%
-
-
56+2
382
2%
-
-
53+2
378
2%
-
-
44+2
374
2%
-
-
54+2
368
2%
-
-
43+2
357
2%
-
-
47+2
356
2%
-
-
45+2
354
2%
-
-
51+2
353
2%
-
-
67+2
352
2%
-
-
49+2
348
2%
-
-
48+2
340
2%
-
-
42+2
340
2%
-
-
50+2
334
2%
-
-
55+2
333
2%
-
-
46+2
328
2%
-
-
41+2
326
2%
-
-
52+2
318
2%
-
-
40+2
300
2%
-
-
38+2
297
2%
-
-
39+2
296
2%
-
-
68+2
280
1%
-
-
69+2
261
1%
-
-
37+2
241
1%
-
-
70+2
229
1%
-
-
36+2
225
1%
-
-
35+2
224
1%
-
-
27+2
219
1%
-
-
26+2
214
1%
-
-
71+2
203
1%
-
-
28+2
177
<1%
-
-
20+2
173
<1%
-
-
22+2
169
<1%
-
-
72+2
164
<1%
-
-
21+2
160
<1%
-
-
34+2
157
<1%
-
-
25+2
153
<1%
-
-
23+2
152
<1%
-
-
29+2
147
<1%
-
-
24+2
138
<1%
-
-
33+2
130
<1%
-
-
73+2
128
<1%
-
-
32+2
126
<1%
-
-
30+2
110
<1%
-
-
19+2
105
<1%
-
-
31+2
98
<1%
-
-
66+0
93
<1%
-
-
74+2
92
<1%
-
-
69+0
91
<1%
-
-
67+0
90
<1%
-
-
75+2
2,161
11%
-
-
(Other)
cb
MISSING:
---
528
3%
-
-
61+2
523
3%
-
-
63+2
506
3%
-
-
62+2
503
3%
-
-
58+2
495
3%
-
-
60+2
478
3%
-
-
64+2
476
3%
-
-
59+2
458
2%
-
-
65+2
432
2%
-
-
57+2
401
2%
-
-
66+2
400
2%
-
-
56+2
382
2%
-
-
53+2
378
2%
-
-
44+2
374
2%
-
-
54+2
368
2%
-
-
43+2
357
2%
-
-
47+2
356
2%
-
-
45+2
354
2%
-
-
51+2
353
2%
-
-
67+2
352
2%
-
-
49+2
348
2%
-
-
48+2
340
2%
-
-
42+2
340
2%
-
-
50+2
334
2%
-
-
55+2
333
2%
-
-
46+2
328
2%
-
-
41+2
326
2%
-
-
52+2
318
2%
-
-
40+2
300
2%
-
-
38+2
297
2%
-
-
39+2
296
2%
-
-
68+2
280
1%
-
-
69+2
261
1%
-
-
37+2
241
1%
-
-
70+2
229
1%
-
-
36+2
225
1%
-
-
35+2
224
1%
-
-
27+2
219
1%
-
-
26+2
214
1%
-
-
71+2
203
1%
-
-
28+2
177
<1%
-
-
20+2
173
<1%
-
-
22+2
169
<1%
-
-
72+2
164
<1%
-
-
21+2
160
<1%
-
-
34+2
157
<1%
-
-
25+2
153
<1%
-
-
23+2
152
<1%
-
-
29+2
147
<1%
-
-
24+2
138
<1%
-
-
33+2
130
<1%
-
-
73+2
128
<1%
-
-
32+2
126
<1%
-
-
30+2
110
<1%
-
-
19+2
105
<1%
-
-
31+2
98
<1%
-
-
66+0
93
<1%
-
-
74+2
92
<1%
-
-
69+0
91
<1%
-
-
67+0
90
<1%
-
-
75+2
2,161
11%
-
-
(Other)
rcb
MISSING:
---
528
3%
-
-
61+2
523
3%
-
-
63+2
506
3%
-
-
62+2
503
3%
-
-
58+2
495
3%
-
-
60+2
478
3%
-
-
64+2
476
3%
-
-
59+2
458
2%
-
-
65+2
432
2%
-
-
57+2
401
2%
-
-
66+2
400
2%
-
-
56+2
382
2%
-
-
53+2
378
2%
-
-
44+2
374
2%
-
-
54+2
368
2%
-
-
43+2
357
2%
-
-
47+2
356
2%
-
-
45+2
354
2%
-
-
51+2
353
2%
-
-
67+2
352
2%
-
-
49+2
348
2%
-
-
48+2
340
2%
-
-
42+2
340
2%
-
-
50+2
334
2%
-
-
55+2
333
2%
-
-
46+2
328
2%
-
-
41+2
326
2%
-
-
52+2
318
2%
-
-
40+2
300
2%
-
-
38+2
297
2%
-
-
39+2
296
2%
-
-
68+2
280
1%
-
-
69+2
261
1%
-
-
37+2
241
1%
-
-
70+2
229
1%
-
-
36+2
225
1%
-
-
35+2
224
1%
-
-
27+2
219
1%
-
-
26+2
214
1%
-
-
71+2
203
1%
-
-
28+2
177
<1%
-
-
20+2
173
<1%
-
-
22+2
169
<1%
-
-
72+2
164
<1%
-
-
21+2
160
<1%
-
-
34+2
157
<1%
-
-
25+2
153
<1%
-
-
23+2
152
<1%
-
-
29+2
147
<1%
-
-
24+2
138
<1%
-
-
33+2
130
<1%
-
-
73+2
128
<1%
-
-
32+2
126
<1%
-
-
30+2
110
<1%
-
-
19+2
105
<1%
-
-
31+2
98
<1%
-
-
66+0
93
<1%
-
-
74+2
92
<1%
-
-
69+0
91
<1%
-
-
67+0
90
<1%
-
-
75+2
2,161
11%
-
-
(Other)
rb
MISSING:
---
680
4%
-
-
60+2
669
4%
-
-
61+2
668
4%
-
-
62+2
660
3%
-
-
63+2
642
3%
-
-
59+2
628
3%
-
-
58+2
611
3%
-
-
57+2
596
3%
-
-
64+2
590
3%
-
-
56+2
574
3%
-
-
65+2
564
3%
-
-
55+2
528
3%
-
-
54+2
512
3%
-
-
53+2
486
3%
-
-
66+2
482
3%
-
-
52+2
479
3%
-
-
49+2
478
3%
-
-
51+2
451
2%
-
-
48+2
431
2%
-
-
67+2
416
2%
-
-
50+2
380
2%
-
-
47+2
366
2%
-
-
68+2
352
2%
-
-
46+2
336
2%
-
-
69+2
335
2%
-
-
45+2
322
2%
-
-
44+2
315
2%
-
-
70+2
303
2%
-
-
43+2
246
1%
-
-
71+2
244
1%
-
-
42+2
227
1%
-
-
26+2
223
1%
-
-
41+2
205
1%
-
-
40+2
198
1%
-
-
25+2
191
1%
-
-
72+2
175
<1%
-
-
24+2
165
<1%
-
-
39+2
162
<1%
-
-
27+2
161
<1%
-
-
73+2
160
<1%
-
-
18+2
156
<1%
-
-
19+2
142
<1%
-
-
17+2
141
<1%
-
-
38+2
132
<1%
-
-
20+2
130
<1%
-
-
23+2
126
<1%
-
-
37+2
118
<1%
-
-
22+2
118
<1%
-
-
74+2
117
<1%
-
-
21+2
98
<1%
-
-
28+2
91
<1%
-
-
75+2
86
<1%
-
-
36+2
82
<1%
-
-
29+2
67
<1%
-
-
35+2
54
<1%
-
-
76+2
51
<1%
-
-
77+2
50
<1%
-
-
16+2
45
<1%
-
-
33+2
39
<1%
-
-
78+2
39
<1%
-
-
30+2
851
4%
-
-
(Other)